{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "kernelspec": {
      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.7.0"
    },
    "colab": {
      "name": "Matplotlib_Seaborn_basics.ipynb",
      "version": "0.3.2",
      "provenance": [],
      "collapsed_sections": []
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Tv41pXhYT8I-",
        "colab_type": "text"
      },
      "source": [
        "# Basics of Matplotlib and Seaborn - data visualization with Python\n",
        "### Dr. Tirthajyoti Sarkar, Fremont, CA 94536\n",
        "---\n",
        "This notebook teaches the basics of two of the most popular visualization libraries in the Python universe - `Matplotlib` and `Seaborn`. We will show, how using minimal code, you can create various types of plots - \n",
        "\n",
        "* scatterplot, \n",
        "* boxplot, \n",
        "* histogram,\n",
        "* violin plot,\n",
        "* bar charts,\n",
        "* heatmap\n",
        "* time series line plot"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "v_ZFrq4nT8I_",
        "colab_type": "text"
      },
      "source": [
        "## Matplotlib"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xNgiOl8XT8JA",
        "colab_type": "text"
      },
      "source": [
        "### Scatterplot - basic\n",
        "We start by defining some data. Let's suppose we collected age (in years), height (in cm), and weight (in kilograms) information from few patients visitng a clinic. "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GDdO_6zxT8JB",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "people = ['Ann','Brandon','Chen','David','Emily','Farook',\n",
        "          'Gagan','Hamish','Imran','Julio','Katherine','Lily']\n",
        "age = [21,12,32,45,37,18,28,52,5,40,48,15]\n",
        "weight = [55,35,77,68,70,60,72,69,18,65,82,48]\n",
        "height = [160,135,170,165,173,168,175,159,105,171,155,158]"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QK5BxUspT8JD",
        "colab_type": "text"
      },
      "source": [
        "We may ask ourselves, is there a relationship between these features? We can plot age. vs. height or height vs. weight with a minimal amount of code."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "V0h1VWBTT8JE",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import matplotlib.pyplot as plt"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RQ4HxiEQT8JG",
        "colab_type": "code",
        "outputId": "c8ea0b6f-0991-4e43-dd99-1a73fa652708",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 269
        }
      },
      "source": [
        "plt.scatter(age, height)\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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gSeAl4K6qurxq3UuSBhoY9FX17q/z1Ce+zv7vB96/nKYkSSvHK2MlqXEGvSQ1zqCXpMYZ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\nGvf3WNBQm0Thn/cAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nb0sE4QfT8JJ",
        "colab_type": "text"
      },
      "source": [
        "### Scatterplot - adding bells and whistles\n",
        "\n",
        "The plot above is OK but looks barebone. We can add few bells and whistles to it with simple code.\n",
        "\n",
        "* Figure size\n",
        "* Main title (and size the font)\n",
        "* X- and Y-labels (and size the font)\n",
        "* X- and Y-ticks (and size the font)\n",
        "* Grid\n",
        "* Text for labelling\n",
        "* Legend\n",
        "* Vertical (or horizontal) lines"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VPngZ6_CT8JK",
        "colab_type": "code",
        "outputId": "7f799ea8-d8d3-4057-f44b-88a31a83c6af",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 494
        }
      },
      "source": [
        "# Set figure size\n",
        "plt.figure(figsize=(8,6))\n",
        "\n",
        "# Add a main title\n",
        "plt.title(\"Plot of Age vs. Height (in cms)\\n\",fontsize=20, fontstyle='italic')\n",
        "\n",
        "# X- and Y-label with fontsize\n",
        "plt.xlabel(\"Age (years)\",fontsize=16)\n",
        "plt.ylabel(\"Height (cms)\",fontsize=16)\n",
        "\n",
        "# Turn on grid\n",
        "plt.grid (True)\n",
        "\n",
        "# Set Y-axis limit\n",
        "plt.ylim(100,200)\n",
        "\n",
        "# X- and Y-axis ticks customization with fontsize and placement\n",
        "plt.xticks([i*5 for i in range(12)],fontsize=15)\n",
        "plt.yticks(fontsize=15)\n",
        "\n",
        "# Main plotting function with choice of color, marker size, and marker edge color\n",
        "plt.scatter(x=age,y=height,c='orange',s=150,edgecolors='k')\n",
        "\n",
        "# Adding bit of text to the plot\n",
        "plt.text(x=15,y=105,s=\"Height increaes up to around \\n20 years and then tapers off\",fontsize=15, \n",
        "         rotation=30, linespacing=2)\n",
        "plt.text(x=22,y=185,s=\"Nobody has a height beyond 180 cm\",fontsize=15)\n",
        "\n",
        "# Adding a vertical line\n",
        "plt.vlines(x=20,ymin=100,ymax=180,linestyles='dashed',color='blue',lw=3)\n",
        "\n",
        "# Adding a horizontal line\n",
        "plt.hlines(y=180,xmin=0,xmax=55,linestyles='dashed',color='red',lw=3)\n",
        "\n",
        "# Adding a legend\n",
        "plt.legend(['Height in cms'],loc=2,fontsize=14)\n",
        "\n",
        "# Final show method\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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ll7Ny5cosjVDnz5/PsWPHuOyyy8Kuv1u3bqxdu5b169dHJF4vrCbC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PoNOZL8jAps1gCrgNOA0yNiakTMIDtVXkmOMN/Wfn4HEGbWTV6JMBtZniPbUd8E3BYRX5T0GJnk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\nSUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 576x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DiwgYle5T8JM",
        "colab_type": "text"
      },
      "source": [
        "### Bar chart"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gHOGf6NgT8JN",
        "colab_type": "code",
        "outputId": "fdc67b24-70c1-4e2b-c71e-d3541de7a98f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 338
        }
      },
      "source": [
        "plt.figure(figsize=(12,4))\n",
        "plt.title(\"People's weight in kgs\",fontsize=16, fontstyle='italic')\n",
        "# Main plot function 'bar'\n",
        "plt.bar(x=people,height=weight, width=0.6,color='orange',edgecolor='k',alpha=0.6)\n",
        "plt.xlabel(\"People\",fontsize=15)\n",
        "plt.xticks(fontsize=14,rotation=30)\n",
        "plt.yticks(fontsize=14)\n",
        "plt.ylabel(\"Weight (in kgs)\",fontsize=15)\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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F2yIiIiIiNaJgW0RERESkRhRsi4iIiIjUiIJtEREREZEaUbAtIiIiIlIjCrZFRERERGqk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\n",
            "text/plain": [
              "<Figure size 864x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5OuqEQdhT8JP",
        "colab_type": "text"
      },
      "source": [
        "### Histogram"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "y9Qlt5C8T8JQ",
        "colab_type": "code",
        "outputId": "cf283f30-0171-45bf-f875-3b9c78717df4",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 364
        }
      },
      "source": [
        "import numpy as np\n",
        "plt.figure(figsize=(7,5))\n",
        "# Main plot function 'hist'\n",
        "plt.hist(weight,color='red',edgecolor='k', alpha=0.75,bins=5)\n",
        "plt.title(\"Histogram of patient weight\",fontsize=18)\n",
        "plt.xlabel(\"Weight in kgs\",fontsize=15)\n",
        "plt.xticks(fontsize=15)\n",
        "plt.yticks(fontsize=15)\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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lzMzMSisz5vY94BjgckmnApsBk4Ez6k8PkPQIcEtEHJGfTwY2IJ3AvQzYBTge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\nzMwqx8HNzMwq5/8DH/z5meWnHRcAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 504x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bX6PH-M8T8JS",
        "colab_type": "text"
      },
      "source": [
        "### Simple line plot"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ho_eycP-T8JS",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "days = np.arange(1,31)\n",
        "candidate_A = 50+days*0.07+2*np.random.randn(30)\n",
        "candidate_B = 50-days*0.1+3*np.random.randn(30)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AZ1go-PkT8JV",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Determine the minimum and maximum of stock prices\n",
        "ymin = min(candidate_A.min(),candidate_B.min())\n",
        "ymax = max(candidate_A.max(),candidate_B.max())"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WRp1WGkLT8JX",
        "colab_type": "code",
        "outputId": "23c2f16a-ce88-4288-8ef3-202a1a94e2bd",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 402
        }
      },
      "source": [
        "# Set style\n",
        "plt.style.use('fivethirtyeight')\n",
        "\n",
        "plt.figure(figsize=(12,5))\n",
        "plt.title(\"Time series plot of poll percentage over a month\\n\",fontsize=20, fontstyle='italic')\n",
        "plt.xlabel(\"Days\",fontsize=16)\n",
        "plt.ylabel(\"Poll percentage (%)\",fontsize=16)\n",
        "plt.grid (True)\n",
        "plt.ylim(ymin*0.98,ymax*1.02)\n",
        "plt.xticks([i*2 for i in range(16)],fontsize=14)\n",
        "plt.yticks(fontsize=15)\n",
        "\n",
        "# Main plotting function - plot (note markersize, lw (linewidth) arguments)\n",
        "plt.plot(days,candidate_A,'o-',markersize=10,c='blue',lw=2)\n",
        "plt.plot(days,candidate_B,'^-',markersize=10,c='green',lw=2)\n",
        "\n",
        "plt.legend(['Poll percentage of candidate A (%)', 'Poll percentage of candidate B (%)'],loc=2,fontsize=14)\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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Dg1m9ejWnT59WLsQvX77M0aNHOX78OOXKlQMK/nvS3BHXdwy5evUqjx8/1vlu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miYO1fH7dty1q1TMmiQeRf4Eyc68eSJNFh55EjrRbNNdaBt5WgbeqM6VeqEm4N9/GH4uPhQ0aMi\noQmh3Hx2k3qlim6Qt0EDPe+8o2bjRgdmzXLiv//NW+b+6lUZ+/crcXERGT7c9lkaeCGAkr4SRdBl\nCDD5+emYODGNbt20eHvnzcEwCGPMnZtKSEgI1atXz3I7pRKGD1fzzjtqfvjBiUWLJEdo+3Ylo0al\n8Z//pNnkeXD/voyFCx3YsMGBpKTGuLlJJfejRmVe19gak+L97733XrFDY0POn5fzxx8OODiIfPut\n7cp/biafzjlLAyCAQlBwPPw4b25+k2hVdIaPPT2hUSMdb7+tYeLENBYtSmHv3mRCQhIRBNNuFNZ4\noK69vhaVVkU7/3bU8KqR7Xb378v4+GMp3PTNN6n06aM1WdWnWdlmuCnduBlzk/DEcIv9lhc5EX6C\n6JRoqnpWpY53HdPOZ2gb43dfBgwiAZZ0avr2VSOTiXDkS4gv99yvNDxMkaKCpkxXL8xcib5CXFoc\nFdwrUKlEJcC8i2ulXMnE5hMBCDoVhEZXcAdELsc452LOHCezNvdu365g0yYHXFykIZvWzMrnVfDE\n2hj6abKbq2UrGpf5VywgquiKBRiYMkUa4rp+vZJr1/J2cRqqTQYOVOPlZR+ZB2MAJQdVVxCIj5cx\naJAmzw5NfvD0hGnTUjl9OpGePaUZgXPmONG4sTu//64skPx6XrG3PufcMPmKXLt2LX369KF58+Y0\nbNgwwysgIMCSNr7UiOJzCeePPlJTqZLtbgQ7395pHELY/cl+3OfpEb7V4z5PzwePUrnQI4G4sXGc\nHXKWyiUqc+nJJbpu7MrDBNOkLu3lgaoX9Sy9LJWe5ZSlSUmBQYNcSEgQ6NZNw6hReVvZKOVKY7mN\npaWd05O+Jl0QBNPO579OzemI06h1RXuRDXDtqeUzNfXr66Q+LNcn4BLz/AOFGhotBbcIdDro3bto\nn29DP0161TNz3wv61upL9ZLVeRD/gHU31uXVxCzp1UtDzZo6Hj6UsXateerPoqMFPv1UKjv75hvT\nJY7NRd++6ky1/y+SXvDEmkQmRxIcHoyj3JHXKr9m9ePnhMGpKep9NQCVKokMGaJGFAWjcJEphIYK\nbN6sRC4X+eQT6yq35oQxMNJ2GshfuK7TBZhskZ2sVElkxYoU9uxJonFjaWjumDEutGnjxqFDz8ui\nTZFgzw859Tbaq0KnSZYEBQXxySefEBERQf369QkMDMzwatWqlaXtfGnZtk1BcLACHx8948dbvo8k\nJ5ZcWkJ8Wjyt/VqzemaTbKfaVypRiT1991DPpx53Yu/QdUNXbsfcznX/pjxQFQrLP1APhB7gXtw9\n/Nz96Fq5a7bbTZrkzJUrcipX1vHLL6p8ae0bpJ2tVYKmF/XGEg7DjAdTzjvJpXBLqUmKNoWLURct\nbaZN0el13Hh2A8BipSSXLsmYMkWq0xbaTcssvqFQw4gmUP4Mkya5WGzitT1gkHJOL5lu7sW1XCZn\nUotJgJStSdMWfFGVPlszd655sjUTJjgRHS2jdWstH3xgfcdh1Ch1rv1B6QVPrMnOOzsREelQsUOm\nsmZbY3BqzkaetbEl1mHChDRcXaXhrSdPmtZz+Ouvjuh0An36aPLVi2Mp3NwAt8fQaInUS5OedNka\nW5YBt2ihY9++ZJYuVeHnp+faNTk9e7rRr58Ly5crLZZJMaW30d4UOk1yalatWsWHH37IiRMnWLp0\nKb/++mumVzHmJzUVpk6VonZTpqThYcP7eKI6kV/OS7WlhlKOnCjtWpqdb++kRbkWhCeF03VDVy5E\nXcjxO6Y8UHW650ollmLJpSUAfNDgg2ybxNeuVbJypQOOjiIrV6ryrf7Twf9fpybsoFkkZ3Pj1ONT\nRKmiqOhRkYalpKG5ppx3EEi61haAY4/sT9rZnLONHsQ/QKVVUd5NGqxnbsLDBd5915XkZIE33wvF\nodmKrMs6PR7D8OZcrtWPgWMf5qquVxjR6rXGksb0QzctsbjuVaMXtb1r8yjxEauvrc6XvS/Ss6eG\nWrV0PHokY82agj3Yt25VsGWLA66uIgsXqmwiBmOKWtOLgifWYluIJEFvL6pn6WlQqgFyQc6NZzes\nJtFvS3x9n2dbvvnGKVf54ZgYgVWrpL8Pa8/Xy413+qbBgG7SWIqsEHQI7abZvAxYJpOUF8+cSeTr\nr1Nxd5ecynHjnPOdSRFFqc/5zh0ZwcFydu5UsGKFkrlzHZk0yYmVK03vbbQXTLptxsbG0rVr9hHr\nYizDokUOhIXJqFNHZ/GFfG4su7SM2NRYWpRrYdLEbwBPJ0/+7PUnr1V6jZjUGN7c9CaHHx7Odvuc\nHqgKhYggiIiiwIQJzhaLXN+Pu8/f9//GUe7IwHoDs9zm2jUZ48dLzuacOSk0aJD/B3wVzyr4e/gT\nkxrD5aeX870fUzEsDN6q/pZx7k5uCxlnZ1GSeg2VnJpFu4NJSLC4qSZj7ppfS/bTJCZCv36uRERI\nTeDevaYhkvX1IxNkyJBDnc0cqB1A+x8+5XHSY7PbZEsuPblEojqRKp5VKO9e3vi+4ZrMKluT38W1\nTJAZszXzzswjVVvwzLdcDp9/Li3S5s1zJC2f67WnTwXjPWXatFSblhkb1JoGD1bj7i7dd93dRQYP\nVnP8eBKdO2utbtNT1VOOhx9HKVPmmD23FS5KF+r61EUv6rn05JKtzbEKo0al4e2t59QpBbt353yP\nXbzYAZVKoHNnjUUHs+YVURRJbTsOyuZQfaBQIzZcQb9hppXRWxpnZxg3Lo3z5xOpVSv3v8XUVPjg\nA2cmTXLigw+c6dnThdat3ahVyx1fXw8qVSpBkybudO3qxvvvuzJ2rAvffefEokWOGVRcc8KeFDpN\ncmoCAwO5evWqpW0pJh1PngjMmyfVq86YkWrTAVXJmmR+Pv8zIGVpchpC+SIuShfWvLmGd2q+Q5Im\niXe2vsPOOzuz3T67B+qQIWp27UrCz0/P6dMKBg50yfcCIieWXV6GiEifmn3wdvbO9HlCgtRHk5Ii\nMGCAusCqR4IgGLM1B0IPFGhfuZG+9OzFRtucFjInTiSxapWKBeOaAvDE6QTtOjjluUnUElii5tdS\nTo1WC8OGuXD1qpyqVXXMX3KP9TfXotZnHbDQi3qUcgWvlugLwCXFbwQsa8y3x74lLjXOrLbZCmM/\nTRaBks6dtdSpI0VPnZzMs7h+s9qb1C9Vn8dJj1l+ZXnBjP+XHj001KkjZWtWr857xFIUYfx4Z549\nk9G2rZahQ23fQ2VQa8quxNja7Lq7C72op71/ezydrDgUJw+8TH01IM02MgyinT7dKdvmdZVKcmrA\n/rI0s0/NZu29Rblup1DqWB/xvRUsMp1SpUTCw+VkUC7NYtaZXi9w7pyCRYsc2bTJgUOHlFy9Kicy\nUoZGI+DmJlKpko4mTbR06aJhwAA1Y8emMn16Ck5OpgVX7Emh06Qn/axZs1izZg3r1q3j2bNn6PX6\nTK9izMvMmY4kJgq89pqG9u2tHxlLz2+Xf+NZyjOalGlCe//2ef6+Uq7kf13/x/CGw1Hr1AzaNSjH\n8o/0D9T0CmKtWunZujWZUqX0HDigZMQIF7OqgKg0KlZdWwXAiIYjMn0uijB6tAt378qpW1fHnDnm\nUaLrUMk6Ts35yPOEJ4Xj5+5nfACnJ7vzbljIDOnti59LZXBM5J7qCp06uVl0+KApWKLm1yASYM5+\nGlGEyZOd+PtvJV5eejZuVLH41mz0Ys73TlEUqVHRnbGOZ+F6H9RiCvPPzidgeQA/nf2p0A9DPfLw\nCJC1U3P/voxLlxS4uorcvWuexbVMkDG5xWQA5p+Zj0qjyr/xhn3K4PPPpazPDz/kPVuzZYuS7duV\nuLmJ/PyzbcrO7J30GWZ7pVEZaV7Ny+LUAAwdqsbfX8+NG9kPol292oGYGBmNG2tp3do24yiyYu7p\nuXwfbJqjokXN6YjTFrYo72TKkLSd/nzWWQZEpk9PYdEiFZs2JXPoUCJXryYQGRnPo0cJXLyYxP79\nyfzxh4pffknhm2/SGD1azYAB9isckh0m3T4bN27MjRs3+OSTT6hevTo+Pj4ZXqVKlbK0nS8V167J\n+P13B+RykenTbSsOoNKo+Plc/rI06ZEJMoLaBTGx+UT0op5R+0YZ95sXqlXTs3lzMh4eItu2KRk7\n1jnXel5T2XRrE/Fp8TQt05SA0pkV/RYtcmDbNiXu7iK//64y2+CwNn5tkAkyTkecJlGdaJ6dZsG2\nO9LC4M1qb+b7/7FtJUkUJKDHAVJSBD780IVx45xItdFlmpd5JqZiiRk1ixY5sGSJIw4OImvWqKhS\nRc+ZyDPZZmkMqPXSw/TrjyvzvsNaWBKMw+N2xKXFMfXYVJqsaMKqa6vQ6m0b+MgPap2a4MfBALSu\nkHn20YYN0iKpWzcNrq7mO+7rVV6nUelGPFE9YdnlZWbZ55tvaqlbV0d4uHTvNpUnTwQ++0zKyH/3\nXYpdNVDbCzEpMRx5eASFTEG3qt1sbU62NC79cmVqABwdJYlngFmzMj8HtFpYuFCScR4zJi1fYjqW\nYMGZBXx34jsEBBZ3XUzc2LgsX69XeR2AfrX7cXTAURtbnZkMGRKDJPW/g0PTZ2vc3WH0aDXvvquh\nUyctAQF6/PxEnHIRr7Nn4ZDsMKmoaeLE/C9mi8kboghTpjih1wsMH55GzZq2zYKtvLqSJ6onBPgG\n0LlSwabeC4LAFy2/wMvJi0mHJ/HV0a+ITY3lq1Zf5en6atBAz4YNyfTq5cqqVQ6UKCE5fwW5REVR\nZPHFxQAMD8gs43z6tJyvvpLuAAsXqsw64dvTyZMmZZpwOuI0xx8dp2sV89eMi6L4PNpZLf/RzkC/\nQNZcX0PZlocYUnMUEyc6s3y5IxcuyFm5UkXFitZblCUlST0qpm5rCglpCYQmhOIgd6BayWr5Ny4d\nu3YpjLLsv/6aQsuWUrQyq4dkToPZ5s1L4W7PxpxcfIBqXf/Csdskrj27yuh9o1l4biFftfqKblW7\nFZp79fmo86i0KmqUrEEZ1zIZPhNF+OMP6Wn67rvmHWxpuA+9vfVtFpxdwJD6Q3B3cC/QPg3ZmkGD\nXPnhB0cGDlTnumAQRfj0U2diYmS0b69h8GDz/s6iwq57u9CJOjpU6GAR4Q5zUdOrJm5KNx4mPuRJ\n8hN8XX1tbZJVeOcdDT/9pOPaNTlLljgwevTzBe7WrUrCwmRUraqje3f7CLz8fO5nvjn+DQICv7z2\nC31r9c1221ltZ3Eg9AB/3PiD/6v/fzQv19yKluZO375qfv/938BeNoNDC5JJMfQ2Dh7sgkZDhgCi\nUimiVGIz4ZDsMClTM3nyZCZNmpTjqxjzsHevgkOHlJQoITJ5sm3rT1O1qfx49kegYFmaF/nwlQ9Z\n1GURckHOD2d+4NMDn+ZZ+atFCx2rVkmNxAsXOjJvnmOBbAp+HMzV6KuUcimVqd8kOlpg6FAXtFqB\njz9Oo0cP89+cDWV9B8IsU4J26cklwhLCKONapkA35lblpUzNyfCTDBqcxt9/J+Hvr+fiRQVt27rx\n99+Wb/6KiBD49ltH6tb1IEM9cQ6YGum//uw6ALW8aqGQFfy3XLwoY/hwF0RRYMqUVN5+O/8LV0dH\n+P13FRUqiNzZ0406R8+wuMsSKnpU5FbMLd7f+T5dNnTheDbqdJHJkbyx8Q2ikqPybYM5MfTTpJdy\nNnDunJx79+SULq2nTRvz/711rNiRZmWb8SzlGUsuLiEyOZIRJ0cU6Nx0766lXj0dEREyVq7MPVuz\naZOSnTulzO9PP6XYTRTb3kg/V8uekcvkxgz/uaiXJ1sjk8HXXz8vv4yPl94XRViw4HmWRm6a8rNF\n+e+F//LV0a8A+KnzT7xX570ct69UohKjG48GYMLBCVZRKM0LxkxKDoNDC5pJsUfhkJzIc/VuUlIS\nYWFhaHIrZC8mz2g0GLMBEyem2nzi7qprq4hMjqSeTz1jGtZcvFv7XVa/uRonuRPLryzng90f5Hmo\nY6dOWhYvTkEQRL77zoklS/IvK2iQcR5cbzCOiucOkk4HI0Y4Ex4uo3lzLd9+a5k6K8O8Gkv11Rgm\ncb9Z7U1kQv6L9it6VMTP3Y+4tDiuR18nIEDP4cNJdOmiIS5ORt++rsyY4WiRicdXr8r48ENnGjRw\nZ6vzcD4AACAASURBVP58J+LjBXx99cjluf+dyOUily/n/rvN2U/z8KFAv36uqFQC/fur+eyzggcp\nSpUSWbcuGVdXkY0bnAjf8z5nBp9hdrvZ+Dj7cDriNN02daPv1r5cfZpR3CUoOIjg8GCCTgUV2A5z\ncPRR5qGbBgxZmrff1lhEJEUQBKa0nALAT+d+4rsT33Ex5mKBzk363pr58x1zLMmMjBSYMMEgBJNC\nhQrFZWdZEZcax6GwQ8gEmV2Xnhl4GUvQQFr4tmqlJTZWxltvuVKhggdeXh5cvSrHyUmkeXPbOwNL\nLi1h8mGpn25BxwUMrJu1uumLfNr0U/zc/bj89DK/X/3dkibmGUMmRd5xGshecC4EHfIO08ySScmt\n39aeMHl1s2fPHtq0aYO/vz8BAQFcuyY9/EePHs3GjRtNPuCaNWvw9PTM9Prtt9+M24iiyLx586hb\nty5lypTh9ddf5/Jl0+Rud+3aRatWrShdujTNmzfnzz//NNk2W7NsmQMhIZIy0vDhtq1RTNOmseDM\nAgAmtrBM+eHrVV5nc6/NeDh4sCVkC+9uezfPGv+9emn48UepWXrCBGdjHX5eiEiKYPud7cgFOUPr\nD83w2Zw5jhw4oMTHR8/y5SoT5rnkj8ZlGuPh4MGd2DuExoeadd+iKLI1ZCsgOTUFQRAEY7bGMF+k\nZEmRdetUfPVVKjKZyJw5Trz9tgvR0QW/ZkQR/vlHQa9eLrRu7c769Q7odJLi1L59Sezdm4xjLkk6\nQRCJj5fRubMbS5c65NiDZS7ls4QESbo5KkoapPjjj+aLxNerp2fxYhWCIDJtmiP797owMmAkF4Ze\nYFKLSbgp3fj7wd+8uuZVRu4dSWh8KJHJkay9vhY9etZcX2PzbE2aNo3Tj6XG29Z+GftpNBrYvFn6\nQ+vb13L3wTYV2tCqfCvi0uJYf309ImKBz0337lrq19cRGSljxYqsgyyiCOPGORMXJ6NTJw0DBxYH\nCLNj973daPQaWvu1xsfFx9bm5IpBLOB85HkbW2JdBEHqfQO4dElulNYHUKuhQ4eCDYEsKL9d/o0J\nBycAMK/9PIbUH2Lyd12ULsxoMwOAaSemEZMSYwkT8039Vo+QN14O8hecGoUaRZPlNGgVbhvDbIRJ\nTs3OnTt577338Pb25ttvv0VMtyqoWLEi69aty/OBt2/fzr59+4yvN998vtiaP38+c+bM4T//+Q/r\n16/Hzc2Nnj17EhWV88Pm5MmTDBo0iNatW7Nx40Zee+01hg0bxoEDllWVMgexsQLffy+tzqZNS8XB\nxrOM1l5fS3hSOHW869C9aneLHSfQL5Adb+/Ax9mHA2EH6Lm5J7GpsQAml4QMGqRh+nTJsfnoI+dc\nNfNfZMWVFWj1WrpX655hVsaBAwpmz3ZEEESWLlVRrpzloqkKmcJYhnMo7JBZ930t+hr34u7h4+xj\ndEgKQmD5QACOhz8vc5LJYPz4NLZsScbHR8/Bg0ratnXj9On81RykpcHq1dKk5D59XDl4UImrq8iI\nEZI+/8qVKpo21Zk0LHDVKhVDh6aRlibw2WfODB7sQlw2isgGkYB6PvnP1Gi1MHSoC9evy6leXcfq\n1clm/3vu1k3LV1+lIYoCI0a4cO2aDHcHdya1mMSFoRcYETAChUzBHzf+oOnvTen9Z290ohQt1ev1\nNs/WnIk8Q6oulTo+dTJJp+/fryAmRkbt2roCzYDKjfTZGq0oLQgKem4EASZNep6tSclCnG7DBiW7\ndyvx8BDN6uwWRQziJi+WBNsrTco0AaTyM9FcCjaFgPv3ZcyYYWgiy3hB6/X5k9Y3F79f/Z1PD3wK\nwOx2sxnWcFie9/FWtbdoU6ENsamxzDg5w9wmFojvT36PJhvBGRHb3+utjUlX2OzZsxkwYABbtmzh\no48+yvBZ7dq1uXHjRp4P3KhRI5o2bWp8GRTUUlNTWbBgAePGjWPEiBG0a9eOFStWIAgCS5YsyXGf\nc+bMoVWrVgQFBdGmTRumT59Op06dCAqyv//U9BPQS5b0oEYNd+LiZDRpouWNN2xbo6jWqZl3Zh4A\nE5pPKFC5kik09G3Inr578HP340zkGbpt7EZEUgRBwUEml4SMHq1m/PhUdDqBIUNcOHLEtMW0Wqdm\nxZUVAAxv+Fwg4NEjgQ8+cEYUBSZPTqNdO8unzztW7AiYv6/GsDDoXrW7WfpEAv0kp+ZE+IlMD+62\nbXUcOZJE8+ZawsNlvPGGK4sWSdmRF6/5ChU8GD/eKcODLjZWYN48Rxo0cGfUKMkxKFNGz9dfp3Lt\nWgJBQZkHE+ZW89u9u5b581P57TcV7u4i27cradPGnbNnM14jelHP9Wippya/mRpRhAkTnPjnHym7\nt3FjMp4WGqsxblwa77yjJilJoH9/V2NmrJRLKYLaBXFm8Bn61uqLWqfm+rPraPRSJFWtV9s8W5OT\nlLMh29q3r8biC/6qJasiS/cYNMe5eeMNLQ0b6oiKkrF8eUZvNiJCYOJEacjmzJkplC//8ix880pC\nWgIHQg8gINC9muUCa+aknFs5yriWIT4tnrtxd21tjtWwhLS+OVhzbQ3/2f8fAGa0mcHIgJH52o8g\nCMxuNxu5IGf5leVcfmL5QdmmEJkcyaprqxDJ+j5iD/d6a2PSavX27dv07t0bIFMZkqenJzEx5kvH\nnTp1ioSEBHr16mV8z9XVla5du7Jv375sv5eWlsbRo0czfA+gd+/enD59mnhD95odkNUEdElVQuTq\nVTn799tw0iaw/sZ6HiU+oqZXzQIpZeWFaiWrsbfvXmp61eT6s+t0Wt+JNdfX5Kkk5Msv0/jgAyki\n/957rpw/n7tjs+PODqJUUdTxrmPMQKjVUqQ9JkZGx44as/RCmEL7ipJYwKGwQ2ZtSNwR8u/ATTM1\n2lb1rIqviy9PVU8JiQ3J9Hm5ciI7dybz0UdpaLUCkyY5062bC61aZbzmExMFfv/dgcBAN1atUjJh\nghN167ozfboTUVEy6tTR8d//qrh8OZFx49JydA5Mqfnt3VvDkSNJBARoCQuT0bWrKz//7IBhzFZY\nQhhJmiTKuJbJd6nLwoUOLF/uiKOjyNq1KotOhhcE+OmnFBo3ln7PwIEuqNMF7CqVqMTirovpWb0n\nQqboqW0jeMZ+mhecmvh4+Osvyal55x3Ll+AGBQdlCtqYM1szbZoTfn7PnfjXXnMlPl6aPzZgQHHZ\nWU7svb8XtU5Ny/ItKe1a2tbmmIQgCDQq/fLNq7GEtH5B+ePGH4zaNwoRkWmtp/FJo08KtL/a3rUZ\nETACvajn80Of20Um7pO/PzFm4LPD1vd6a2OSU+Pu7s6zZ8+y/CwsLAwfn7wvAF555RW8vb1p0qQJ\ny5c/n+wcEhKCXC6natWqGbavWbMmISGZF1AG7t+/j0ajySSHWrNmTfR6PXfv2kfUJKcJ6CCQmmq7\nNC2ARqdh3mkpS/NZs8+Qy6wnWVLevTx/vfMXjUo3IjwpnDSd5Ezo9DqT/igFAYKCUo3R6z59XLh5\nM+vzaFCC+uX8L4CUpTE47FOnOnHmjAI/Pz2LF6dYbRhepRKVqOJZhfi0eC5EXTDLPm8+u8nNmJt4\nOnpm6l3IL4IgPC9By0ZpS6mEWbNSWbEiGRcXkRMnlKSkZL7mNRqpNGH0aGeWLHFEpRLo2FHDli3J\nHD+eRP/+GrOWblWurGfv3ucO11dfOdO/vwvPnglceXoFyH+WZscOBVOnSiUYixal0KyZ5bN7zs6w\nZo2KcuX0nDypYPz4jHObIpMj2XNvT6ZIni0jeCqNirMRZxEQMl2T27crSUsTaN1ai5+fZRcNhj4j\nQ+mZAXOcG7kcZDKR1FSBpKTnTvzDh3JApHdvy2ehCjsGCXp7Vz17EcNg45dJAc1UyXxTtysom25u\n4qO/P0JEZGqrqYxpMsYs+53UYhKlXEpx8vFJNt4yvZfcEtyPu8/B0IO5bmeYdfayYNJyrX379vzw\nww/EpStEFwSBtLQ0lixZQqdOnUw+YJkyZZgyZQr/+9//WL9+PU2aNGHcuHH88ou0uIyLi8PV1RX5\nC/p/np6eqFQq1Oqso3cG20qUKJHpe+k/tzX2mqY1sPHWRkITQqlWshq9a/S2+vG9nb1Z3HVxhpIQ\njV7DssvLaPZ7M97b/h5fHP6CxRcXs/f+Xm7F3MowVV0mk2aBdOmiITZWRq9erjx4kHn1EBQcxMnw\nk5yPOo+Hgwfv1HoHgK1bFSxa5IhSKbJihQpvb+tGYzr4/6uCZqYSNIPqWbeq3VDKzady0Movo1hA\ndvTsqeWNNzSQTXo8PdWr6zh+PJHNm1W0b6+12KLP0VFyuNauTcbTU8/evUpefdWNPeelMtr8ODXn\nz8sZMUKSbp46NZVevawXhS9TRhro6eQksmqVA4sWPb93BAUHoRez7kuxVQTvdMRpNHoNDXwb4OmU\nMf1miORaY0K1pc7N/fsyhgxxQa/P7gIW+PRTZ5sFrgoDSeok9j/YDxRc3MTaGPpqXiaxgAxDIM2w\nXUHYcnsLI/ZKGZUvWn7Bp80+Ndu+SziW4OvArwGYenSqRYdl50SqNpXBuwajR0+3qt2I/U+scWDo\nn70kcaz6peob37PHwaGWwqQ6py+//JKOHTvStGlTOnfujCAILFiwgGvXrpGQkMCaNWtMPmDHjh3p\n2LGj8d+dO3cmLS2NuXPnZurXsRY5ZYDys11OrF//iklp2nXr5IwcWfDjGTDFdq1ey/fHvwfgff/3\nuXf3ntmOnxe+v/I9ckGeacFxO+Y2t2NuZ/kdH0cfyruUN74aDyvPfV0Lbp+qR7fuJVm6JAQfH2mh\nGZ0azZpra4zR6w6lOxARGsGDB458/HEdAMaODaNEiacU9L88r9dMLWUtAHbd3EUvr165bJ07G69K\n0aSmrk3zbEtO2/vp/AA4HHqY27dv56iOt3v3K+Q+T0bg8WMRB4dbBT7nYNp5r14dVq1yYMqUKly+\n7Maaf25CbfDS+OTpXEVEODBkSG1SUgTeeusp3buHFug35Oc+4+YGX31VkilTqjJlihOurg+p/so9\n1lxbgzqbJlK1Xs3qq6t5u9Tb+DiZT1kqN/u33ZQi8PVc62XYNjLSgWPHGuDoqKdevVuEhFgu02W4\nB1ji3Mye7Y9a7UpO17xaLTJjhorPP3+Yp33nhDmeT7biRdv3Pd5Hqi6VBiUbkByRTAj2+9tetN1D\n4wFIs8Gu3byGg9zGqj85YK5rpksXf7Zu9UGrzd5RVyj0dOnylJAQ81zzWdl+IOIAX1z4Ar2o54Pq\nH9DLq5fZ/y6aKptSz7MeV+Ou8sWeLxhTO+9ZoILaNPPKTC4/vUx5l/KMrzqeO3fuGD/z1fniJHfi\nytMrHL9yHF8n8w+BtfW9JrsB1WCiU1OxYkUOHz7MrFmzOHDgAHK5nBMnTtCxY0e++OILypYtWyAD\ne/TowZYtWwgLC8PT05Pk5GR0Ol2GbE1cXBwuLi44ZFOLYsjIJCQkZHjfkKHxzKEgP6cTZCCnSd95\nQaUyLTqnUsnNcjww3fYNNzcQlhxGpRKVGNV2lFmayvNKZHIku/bsQiNmjnQ7yh2Z3W42calxhCaE\n8iD+AQ/iH/Aw8SHRadFEp0VzKfbS8y+0ll7hWkd67KtEq9r+VPOuyKWnlzKUnChdlJQvX53Bg91Q\nqeT07q3miy88EYSCdXjn55op7V+az89/ztW4q/j6+1LCsUTuX8qGu7F3CUkMwcPBg/7N+2eYv5Mb\nudleVaxKydMleZL6BIfSDlQqUSnbba19zeflvFevDv/8o2PWrFR+0EjNnzuWdqf//KqULp17dik+\nHgYNciMmRk7btlqWLXNAqcz/byjIfaZ6dYiLS2XOHCe+/LI6nRcEZdtAakBEZNPTTczrMC9fx3wR\nU+y/dl5SmHurwVtUr/x82507pevzjTe0vPJKFbPYkx3//ee/Fjs3e/d6oNXm7MRrtTL27vVl6VKn\nHLczFXM9n2xBVrbPuC0pTPWr38+uf1d2573GmRrcjr1NmmcadcsUTB7eUpjzmpkyRcZffwloc9A4\ncnAQmDLFhcqVLXOP33V3F1MuTkEn6hjfdDxftvrSIqMoAH7y+ImO6zuy/sF6xrQeQ3Uv039TQc/7\n+hvr2RK2BUe5I2t7rqWhb8NM27S73Y499/ZwV7hLYPXAfB8rK+z9XmPyqrV8+fIsXLjQIkakv/Cq\nV6+OTqfj3r17GU7c7du3czyRlStXRqlUEhISQuvWrTN8TyaTZerRsRVubpBoQsbSGmna9Oj0Ouae\nmgvA+GbjbeLQQM4lIaIocuXplUyLDK1ey+OkxzyIf0BoQiih8c8dnvtxoTxLfYra4xaHwm9xKAvJ\n9h13d6DeGc/16yWoXl1nU5lVD0cPmpVtxsnHJzn68GiBVH8MpWddq3TNk0NjCjJBRqvyrdh1dxfH\nHh3L0amx12vegFIJn056xvxf7yLqlJzbW5fWrRUsXpxC+/bZP6U1GhgyxIUbN+TUrKlj5cpki80x\nMpXJk9O4eVPOjh1Kdlw8i9or5zIua9dbJ6oTORd5Drkgp2W5lsb3RfH5wM2+fS1funcm8ky2WRoD\n+T039tZfUNhQaVT8ff9vAKsJ1ZibxmUaczv2Nueizhln1xRlDNL6gwe7oNGQoRpFqRRRKjHLEMjs\n2HNvD0N2DUGr1zKm8RiLOjQgzSMaWG8gv1/9nUmHJ7Gp5yaLHs/AjWc3+PQfqZwuqF1Qlg4NQJdK\nXdhzbw/7HuxjUL1BFrfLnjAphBodHZ0hvZWeO3fuZCsiYCrbtm3D29sbf39/mjdvjoeHB1u3bjV+\nrlKp2LNnD507d852H46Ojrz66qsZvgewZcsWmjVrlqnXxlb07avONE/jRZRK0So15enZFrKN27G3\nqeBegXdrvWvVYxswNO7mVBKSVQOvQqbA38OfNhXaMLDuQL5s9SVLX1/K/nf3c/fDEE73Cqf0nxdh\n3TbcYlqCmPGyT0vTsy12Ni4uIr//rsLd3WI/0SQ6VJT6ag6G5d4EmBOWbrR9cQhndtjrNZ+eG89u\nICJS07smbQJlPH0qo3dvF6ZPd0SrzVqOOjDQjYMHlZQqpeePPywn3ZwXZDJYtEhFvXo61D9dpN0h\nNdGj4oy11XFj43jw4QNjBnBHnx1WrbcODg9GJ+oI8A3Aw9HD+P7lyzJu3pTj5aWnUyfLS9ofHXA0\nwzk5O/gsAOXdymd4Pz/nxp76Cwoj+0P3o9KqaFy6MRU8KtjanHxhFAt4iRTQcpPW79zZPH/XL86v\n2/9gP4N2DUKj1/DxKx/zbetvreJgTG01lRKOJfgn9B/+uveXxY+XqE5k0M5BqLQq+tXul6Oz0qmS\n1Od+KOwQap1tB7lbG5OcmvHjx2ebpfn1118ZP368yQccOHAgCxYsYN++fezZs4cRI0bw559/MnHi\nRGQyGU5OTowdO5YffviBJUuWcPjwYYYMGYJer2fEiBHG/axbtw5vb2/CwsKM702YMIFjx44xadIk\njh49ytSpU/n777+ZOHGiyfZZmlGj1LlGc5VK+OQT612IelHPnNNzAClLY86G8ryQU5bGQH4aeGtU\ndOWv5VVwT2xMkvsFEDIeQ5Sr4ZXl9BsWSu3alhv2ZyoGp+ZAaP7FAh7EP+Dik4u4Kd2M+zM3hnk1\n2SmgGbDHa/5FDEM3A8rWZcuWZL74IhVBgHnznAgMdKNly8xy1LdvS0pW48alWVS6Oa+4usK6dcmU\nKqXn0CElo0Y5ZXDI6lf3p+qTsQDMPDnTqtKkRinnChmlnDdskMqK+/TR2CTbVblEZZzkToQnhRuH\n/+aXwuDE2zPbQ6QMc2FTPUvPy+jUQEZp/djYhCyl9QtK+vl1B0MPMmDHANQ6NSMCRjCjzQyrODQA\nPi4+fNHyCwC+OPxFBsEicyOKImP3jyUkNoTa3rX5ocMPOf7OCh4VqONdh0R1Iicfn7SYXfaISU5N\ncHAwHTpkvTBq3749p06dMvmA1atXZ/Xq1QwaNIghQ4Zw69YtFi1axMiRz4cijRs3jvHjxzN//nz6\n9etHYmIiW7Zswdf3ecOTXq9Hp9NleCC3bNmSlStXcvjwYfr06cPu3btZunRptrbbAlMmoFsyTZsV\nO+7s4MazG/i5+9G/dn+rHfdFLFkSIpOBqsl3mRwaI4KO30OD7EKRKMA3AE9HT+7H3+d+3P187WPH\nHWk2zWuVX8NZ4WxO84zU96mPh4MHoQmhPEp8lO129njNv8jVp1cBqOdTD7kcJk5MY8cOyTG4dUtO\nampWEuwAAt9952QX1016KlQQWb1ahUIhsn69I8uXZ3TILi/+FFTenHx8ssAZwbxgcGraVGhjfE+r\nhU2bJE+mXz/bzG6Ry+RUc68GYJT2zi+FwYm3V1K1qey5tweAt6oXztIzkBQUHeWOhMSGEJdqH8qr\nRQFDNYeIyKprq3h327uk6dIY1mAYs9vOtppDY2BYg2HU8alDaEIoP539yWLHWXZ5GZtvb8ZN6cbK\nbitxVbrm+p3OlaTKpn33s5/vWBQx6UkcFxeXbfmWh4dHnoZvTp06lbNnzxIREUFkZCSHDx/m3Xcz\nljsJgsBnn33G9evXiYyMZPfu3TRsmLF2cMCAAcTFxVGxYsUM73fv3p2TJ0/y5MkTzpw5Q58+fUy2\nzVpYK01rCqIoMueUlKUZ22Ss2Xsv8sKLJSFxY+M40+1MpvfyUxIS9OszdPVXgCKbhYRCja7+Cub8\n13yDZPOLXCannX87IP/ZGmtEO+UyOS3KtQByL0Gzp2s+KwyZmvRyzoGBOl57TYMg5Bx1t6UEe074\n+orGGUsvygtrkz3guJTBnnpwhlWyNfFp8Vx6cgmlTEnzcs2N7x85oiAqSkbVqjoaN7b8bJ/sMDg1\nBgc3vxQGJ95eORB6gCRNEg19G+bYp2fvOMgdaFCqAQAXn1y0sTVFh/TVHGqdmjR9GkPqDWFO+zlW\nd2hAKn0PaidVjsw/M5+whLBcvpF3zkee54sjUkbox04/UsOrhknf61z5X6fmQbFTk4ly5cpx9uzZ\nLD87e/YspUsXjmm/9oQ10rSmsPvebq5GX6Wsa1ner/u+VY9tTTY9nZ19lsaAoGPjk9nWMSgXjCVo\n+ZhX8yjxEWciz+CscDbW1loKU0vQwH6u+RcRRdHo1NTzqZfhs+3bHRBF+5qUbSoLFzqQo69y+hNI\n8uVq3Dn+fvC3xe05EX4CvaincZnGGSKN69c/Fwiw5UDK6h6SEM3V6II5NWD/Try9su3Ov32A1Qpv\n6ZkBg0DAy1aCZimy6rmVC3I+b/E5MsF2mfLWfq3pXaM3qbpUvjzypVn3HZsay+Bdg1Hr1AxvOJw+\nNU0P0jcv2xwPBw9uxdziQfwDs9plz5h0JfTo0YP58+ezd+/eDO/v3buXBQsW0KtXwedpFGN9RFE0\n9qf8p8l/cFKYR17UHtGUDs4+S2NAoUZT2j7qT9v7twfg6MOjaHR5K8kxlJ51rtTZpDR1QTBVLMCe\neZj4kAR1AqVcSuHrmlHTvzArWW3Y4JDzTCyNKxybBFint+boQynD2trvuTplUhLs3Gk91bOcqOEh\nRUALmqkxYK9OvL2Spk1j993dQOEuPTNg6Ks5G5l1QLiYvJFVz61ckDP39FwbWfSc6a9Ox0XhwvY7\n2zkcdtgs+9SLej7c+yEPEx/SqHQjvnv1uzx9XylX0r6itI4wDLJ9GTDJqZk4cSJ16tShf//+1K5d\nmw4dOlC7dm369+9PnTp1+Pzzzy1tZ5ElMjmSNza+kUnRyxrse7CPi08u4uviy+D6g61+fGvivvY8\nfCPm+nJfax9ToCt4VKBGyRokqBM4F5W3SJ9BytkacqgBvgG4KFwIiQ2xyTVsDgyL2PSlZwYKs5KV\nSY7W2Q8hoRyXnlxi592dFrXnyMMjQEaRgF27lKhUAs2ba22+2DeUn92MuZnnQEIxBefww8MkqBOo\n61OXaiWr2dqcAtO49HOxAGuKcRRFslNGzU4R1dqUdy/PZ80+A2DioYlmuX/8ePZH9t7fi6ejJ8vf\nWJ6v1gBjX81LVIJmklPj4uLCrl27+PHHH2nVqhUlSpQgMDCQn3/+mV27duHi4mJpO4ssQcFBBIcH\n51nRq6Ckz9KMaTLGYs3k9kJhVCQyRFny0lcTmRxJcHgwjnJHXqv8mqVMM6KUK2lWrhkAJ8PtI8uV\nV7LqpzFQGK8bAyY5WlpnHM9MBmDWyVm5qg/ml5iUGK5GX8VB7kCzss2M72/YYB9ZGgA3pRsVPSqi\n1qkJibXfCfZFFUtL0FubKp5V8HT05InqCeFJWQxIK8ZkgoKD0IlZ99vlRxHVEnzS6BOqeFbhVswt\nFl9aXKB9HXt0jOknpgPwv67/o2KJirl8I2sMTs2Rh0csqs5mT+Tq1Gg0Gnbt2kV4eDgDBw5k2bJl\nbNmyhaVLlzJgwAAUCtsMaSwKGKIPevRWjzYcDDvI2ciz+Dj7MLT+UKsd11YURkUi47yaUNPVqXbe\n2YmISIeKHTLMAbEkgeX/7asJz72vxh7Jrp8GCud1Y8BUh+y9moPwc/fj+rPrbL29Ncft88ux8GMA\nNCvbzBhAiYwUOHhQgVIp0quX7Z0agHqlpGvAHH01xZiORqdh191dQNFxagRBeGmlnc2JYZ2k0Wd9\nj7CXbI2jwpFZbWcB8H3w9/m2Jyo5imF/DUMv6vm06ad0qdwl3zaVdi1NgG8AKdoUjj08lu/9FCZy\ndWqUSiVDhw7NMA+mGPOQvkbUmtEGURSZHSw1xI9uPNrifRf2QGFUJAosH4hSpuRc1DmTZUFtEe00\nigUUUqfGsIDNKlNTGK8bA6Y6ZGM+EYylE98Hf49Ob34FMkM/zat+z0vPNm9WotcLdO6sxcvLPspz\nDI6tufpqijGNo4+OEpcWRy2vWtT0qmlrc8xGsVhAwQkKDkIr5iysYS/Zmi6Vu9ClchcS1Yl8c+yb\nPH9fq9cybPcwolRRBJYPNM7BKQgGFTRriMHYAyaVn1WqVIno6GhL2/JS8WKNqFqvZtXVVUQmPh1+\nwgAAIABJREFURVr82EceHeFUxCm8nLwY1mCYxY9nLxQ2RSI3Bzeal2uOXtRz+GHuzYfRqmiOhx9H\nKVPStXJXK1go0ah0IxzljlyPvk5Miu0lsfOCSqPibuxd5II828VUYbtuDOTkkAEIgsiyZZJDNqDO\nACp6VOR27G023dpkdluOPZKihOn7aQyKcfZUumfM1BQ7NVbFEIwpCgIB6UnfV1NM/jgdcRqtPud7\nbH7n11mCWW1n4SB3YN2NdZx+nDebZp2cxbFHx/B18WXZG8tQyApeCfVaJakMfd+DfS9Fb5dJTs2Y\nMWOYO3dusWNjRrJS8lDr1bRd19YkedyCHhukGlA3BzvscLYghU2RqIP/v9LOJvTV7Lq7C72op51/\nOzydPC1tmhEnhRNNyjQBCp8K2s1nNxERqeFVI8dGzMJ23RjIziFzd9cjigIPHkiPAKVcycTm0tya\n2adm57qIyAtPkp9w49kNnBXOxkXejRsyLl+W4+Eh0qWL/TiF9UvVB56XJBZjebR6rVGkoqiUnhkw\nlJ9dfHLRIhnQlwGDiJG/hz8RoyLMOr/OElTxrMKoRqMASTTA1P/3vff3Mu/MPGSCjGWvL6OMaxmz\n2NOodCO8nLx4EP+AO7F3zLJPe8Ykp+bIkSPExcXRsGFDevTowYgRIxg5cqTx9eGHH1raziJFdkoe\nINVTdtvUjZ5/9uRMxBmzH/vYo2McDz9OCccSDG843Oz7L8a8GOfVhB7INcpiy2hnK7/CKe1sKD3L\nqp+mqJCVQ7ZkidQ0OmuWE1FRkuxzv9r9qOpZlXtx91h3Y53Zjm/I0jQv19zoOBoEAnr10uBkR0ry\n/h7+uDu4E6WK4qnqqa3NeSm4EHOBZynPqFayGnW869jaHLNSyqUU/h7+JGuSuRlz09bmFDqepTxj\nxokZAMxoM6PQCBp92vRTyrmV4+KTi6y+tjrX7cMSwhi5ZyQAX7b8MkNGu6DIZXLjvLqXoQTNJKcm\nODgYhUKBt7c39+/fJzg4mJMnT2Z4FWM6WWVpDMgFOUqZkkNhh+j8R2f6betn1onEc07NAeDjVz62\nWiN5MfmngW8DvJ29eZj4kLtxd7PdLjY1liOPjiAX5HSr0s2KFkq0Li/NHilsfTU59dMUZbp21dKl\ni4aEBIFvvpG8CoVMwectJHn+oOAg1DrzlIUdfZSxn0avh40bpdKzvn3tp/QMQCbIjNdCcQma5YlM\njmTqxamANHDTFlPhLU1xCVr++e7Ed8SlxdHevz3dq3a3tTkm4+bgZpwr8+3xb4lNjc122zRtGkN3\nDSUuLY4ulbswtulYs9vzMkk7m+TUXL58OcfXpUuXLG1nkSGnLA2ATtQhF+SMDBiJq9KVvff30m5t\nOwbuHMj16OsFOnbw42AOPzyMh4MHIwNGFmhfxVgHmSAzDuLMqQTtr7t/odVrebXCq3g5e1nLPCNN\nyjZBIVNw5ekV4tPirX78/HLtafZyzkWdWbNScXAQWbfOgVOn5AD0qdGHWl61eJj4kDXX1pjlOC86\nNcePy3n0SEaFCnpatrS/khyjWECxAprFmR08m+g0qay9qPXTGGhcVnJqzkfaxwy0wsLFJxdZcWUF\nCpmC79t9X+gc3l41etHarzUxqTHMPDkz2+2+PPol56LOUcG9Aou6LEImmLQszxMdK3ZEJsg4/ug4\nSWo7nBRtRsx/9orJkZyyNAb0oh6tXsvFoRf5pNEnOMmd2HFnB4GrA/lg9wf5ros0ZGlGvjLSqj0X\nxRQMo1MTlr1TYxi42aOabWrSXZWuNCrdCL2o59TjUzaxIa+IovhczrlU0S0/y44qVfSMGZMGwIQJ\nzuh0UqnCpBaTAJh7ei6p2tQCHSMiKYI7sXdwU7rxSulXANiw4XmWRmaHTyDDtXDl6RUbW1K0iUyO\nNDrOAgKlXUrb2CLLYMzU5HGI8suMKIp8fvBzRERGBowslIp4giAwu91s5IKcZZeXZXk/+fPWnyy5\ntASlTMmKbiso6VTSIrZ4OXvRtExTNHqNSaJDhRmTHynJycksWrSIQYMG0b17d+7elUphNm/ezO3b\nty1mYFHjTOSZbLM0BgxKHqVcSjGjzQwuDL3A8IbDUcgUbLq1iWa/N+Pjvz/mQfwDk497NuIs/4T+\ng5vSjY9f+biAv6IYa2IYwnns4bEsS4Li0+I5EHoAmSCjW1Xrl54ZaFW+cPXVPE56TFxaHF5OXmZr\nyixsfPppGn5+ei5flrNiheRsvFX9Ler61CU8KZyVV1cWaP+GLE3L8i1RypWkpMC2bfYzcDMrijM1\nz4lMjuSNjW9YZAZIUHCQUZBCEATmnJ5j9mPYAw18GyAX5FyPvo5Ko7K1OYWCDTc3cCriFL4uvnze\n/HNbm5Nv6vrUZVhDaebMxEMTiUiKYMTJEUQlRxESE8KY/WMAmNl2plFUwlIYpZ3vF+2+GpOcmkeP\nHhEYGMjUqVO5e/cuJ06cIDExEYCjR4/y888/W9TIosTRAUczqXZk9Uqv5FHWrSxz2s/h/JDzDK43\nGAGBtdfX0mRlE8b9M45HiY9yPa7hgTEiYITFogHFWIZybuWo7V2bJE1SlrKVe+7tQaPX0LJcS3xd\nfW1goYRxCKeF1fvMRfp+msJW2mAuXFxgxgxJNGD6dEeePROQCTLjfIQfTv9QoIXYi/Np9uxRkpAg\nEBCgpWZN+1SOq+1TGwGB2zG3SdOm2docmxIUHERweHCBZ4Bo9VoexD/gQOgBll1axrh/xrHi6gr0\n/DunTbT+AGpr4ap0pbZ3bXSijktPikv1cyNRncjXx74G4OvArwt97+8XLb7A29mbk+En+WjvR1yM\nucjMkzMZvGswSZok+tTowwcNPrC4Hen7aoqytLNJTs2XX36Jo6MjZ8+e5fDhwxlOSGBgYLFQgJWo\n4FGBHzv9yNnBZ3m39rvoRT3Lryyn0YpGTDw0kcjkzDNuIpMjef/o++y9vxdXpSufNPrEBpYXU1AM\nJWgHQw9m+sxYemZjOdTm5ZojE2RceHKBZE2yTW0xhZe5nyY9b72lpX17DXFxMqZPl9TJ3qjyBgG+\nAUSpolh2eVm+923sp/lXzeePP6QsTb9+9pmlAWkRWsWzClq9llsxt2xtjs0w9H/qMc3hUGlUXI++\nzq67u1h4fiGfHfiM3n/25pXlr1BmYRkClgfQe0tvxh8cz/IryzOVYdvLAEVLYJC8Ly5By525p+YS\nmRxJkzJN6F+nv63NKTCeTp58HSg5aYceHkJEZPW11Vx/dp3qJauzoNMCqwTVGpRqQBnXMjxOelyk\nJetNcmoOHjzI5MmT8ff3z3Tyy5YtS0REhEWMKyZrKntWZlGXRQQPDKZ3jd6odWoWX1zMK8tf4auj\nXxGtej5PKCg4iFsJ0oN5WINheDt728rsYgpAx4odgcx9NYnqRPY/2A/Am9XetLpd6fFw9KBBqQZo\n9VqLyJGbm5e5nyY9ggCzZ6eiUIisXOnAhQtyBEEwZmt+PPtjvppLwxLCeBD/AA8H6bqIjhbYv1+B\nXC7Sp4/9OjWQbgjnS1yClr7/0+BwxKbGcj7yPJtvbWbu6bl8/PfHvL7xdWovqU25X8rRanUrBuwY\nwJdHvmTp5aUcCDvA/fj7aPVayrmVI7B8IL1r9EYhZB4qqNari2y2plGZRkCxWEBuhMSE8OuFXxEQ\nCGoXZJGmeVvwft33M6y9DIJQK7utxN3B3So2CIJglHYuyipoJl0xGo0GN7eshzQmJCQgl8vNalQx\nplHDqwa/vfEbxwYco1vVbqRoU/j53M8ELA/guxPfcfvZbVZff66R3q9WPxtaW0xBaFm+JY5yRy5G\nXeRZyjPj+/vu7yNNl0aLci0o61bWhhZKBPr9W4JWCKSdX4YZNaZSo4aejz9WI4oCn33mhF4vlSs0\nLdOU6JRollxakud9GkrPWvm1Qi6Ts2WLEq1WoEMHLb6+9l3+YOyreUllnV9U6VTr1Sy7vIzKiyrT\nYX0Hhu0exncnvmPt9bWcDD9JRHIESpmSqp5V6VSxE8MbDmdmm5mse2sdwQODiRgVwfUPrrPrnV14\nOnpmu1gtqtkaQ7/E2cizNrbEfhFFkcmHJ6PRa3i/7vtGR7Ao8ET1hER1Yob3ZILM6kFmQwlaUZ5X\nY5JTU7duXbZv357lZ/v37ycgIMCsRhWTN+qVqseaN9dwqP8hXqv0GkmaJOaenkvgmkBjY7lMkPHb\nld9sbGkx+cVF6ULL8i0RETkc9ly9ZNsdaeCmrbM0BgxiAfbeV5OqTSUkNgSZIKOmd+FT1rEEEyak\nUrasnnPnFKxZo0QQBKa0mgLAT+d+IiEtIU/7M5SetfFrAzwvPbNXgYD0vOyZmqDgIHRiZrlthaCg\nrk9d3qz2JmMaj2F+h/ls7b2VS0MvETkqknNDzrGp1ybmtJ/Dx40+5vUqr1PLu5ZxaGJuIw2Karam\nllctXJWuhCWEFQ91zYY99/ewP3Q/Hg4eTA2camtzzEpQcBC8EMcREKzuwLf3b49CpuD049PEpcZZ\n9djWwiSnZvTo0axatYoxY8Zw/Li0WLl16xYzZ840vl+M7QkoHcCGnhv4u+/ftCjXAo3++eKhKDdi\nvix08O8APC9BU2lU7LsvpZHfqmYfMx4MTs25yHMFlgO2JDdjbqIX9VTzrFZoplRbGnd3mD5d+j/7\n9lsn4uKgbYW2tCrfitjUWP574b8m70sURY49OgZI/TR378o4e1aBm5tIt26FwKlJl6kpyk21WWFw\nPNI/Pwwo5Ar+7PUnq7qvYtqr0xjaYCjt/NtRsURF5LLcKzZMGmlQBLM1cpmcAF8p+Hs+qrgE7UVS\ntalMPjwZgMktJ1PKpZSNLTIf2TnytnDgPRw9aFmuJTpRx8GwzP25RQGTnJq33nqLefPmsXXrVnr2\n7AnAhx9+yKJFi5gzZw6dOnWyqJHF5I1m5ZpRx7sOClnGuuWi+LB4mTBIOx8MPYgoiuwP3Y9Kq6Jx\n6cZU8KhgY+skSjqVpI5PHdJ0aXY9QdsgEvCy99O8SJ8+Glq10hIdLWPGDKcMvTW/nP/F5Ojeg/gH\nPEp8hJeTF3V96hqzNN27a3BxsZj5ZsPP3Y8SjiWISY0hIvnl6hkNCg7K0qGBgj9D8jLSoKhhKEGz\n5/uirfjl/C88iH9Abe/aVlECsyY5OfK2WJO9Vvk1APbe32vV41oLk7uw/u///o8bN26wefNmFi9e\nzKZNm7h27RpDhgyxoHnF5AdDZMAwA8BAUU3tvyzU9amLr4sv4Unh3Iq5xfYQ+1A9exGjtLMd99Wk\nl3Mu5jmCAHPmpCCXiyxb5sCVKzJa+7WmbYW2JKgTWHh+oUn7MZSeBfoFIiBjwwbJqXn33ZwXtPaC\nIAgvZV9NZHIkq6+vzrL0DAr+DMlqpMGZbmdyHGlQVCh2arLmUeIj5p2eB8D37b5HKVfa2CLzYY/l\nloa+mv0P9ueaNS2M5ElawtXVlfbt2/POO+/QsWNH3N2to9pQTN6wt8hAMeZBJsho598OkIaT/Xn7\nT0AalmhPtPZrDdj3EE6D8lmxU5OZunX1DB+uRq8XmDjRGVGEKS2l3ppFFxZlEKrIjiMPjwDSfJrT\np+U8eCCnbFk9r76a9WLZHjH21bxETs3MkzOzHPCbnuJnSP5oVFpqfD8Xee6lK2nMia+Pfo1Kq6JH\n9R60rdDW1uaYFXsst6zpVZMK7hWITonmYtRFqx3XWpjs1MTFxTFz5kx69epFixYt6NWrF7NmzSIu\nrmg2GxVW7DEyUIz5MEg7Lzy3EL2ox9vJm0olKtnWqBdoWa4lAKcfn0ajs7/+CVEUjQvV4vKzrJk0\nKZVSpfScPKlg40Ylzco1o3OlziRpkvjp7E85flcUxedDNyu8aszSvP22hsIklGm4NoryTIcX2Xln\nZ67bFNXyMEvj5+5HaZfSxKXFcT/+vq3NsQuOPTrG5tubcVY4M/3V6bY2x+zYY7mlIAjGErSiqIJm\nklNz5coVGjduzPz580lNTaVmzZqkpqbyww8/0KRJE65dy99N//Hjx5QvXx5PT0+SkqQ5CEePHsXT\n0zPLV+/evXPc30cffZTl927fvp0v+woj9hgZKMZ8GDI1hhtlvDre7hxUX1dfapSsgUqr4uIT+4sE\nRamiiEmNoYRjCcq7lbe1OXaJpyd8840kGvDVV04kJGDsrVlyaQlPkp9k+92Q2BCiVFGUcilFFbda\n/PmnQfWscJSeGajvUx94eRTQtoVsIyY1Bke5Y5ZlYkW9PMzSCIJglCkuLkEDrV7LxEMTARjbZCz+\nHv42tsj82Gu5paEEzSA0VJQwyan5/PPP8fLy4ty5c+zevZuVK1eye/duzp49S8mSJZk4cWK+Dj51\n6lRcXV0zvNewYUP27duX4bV8+XIAkwQJatSoken7/v5F748lO+wxMlCM+SjtWhovRy/jv20hC2kK\n9iztbMjS1PWpa5VJzoWV/v01NG2qJSpKRlCQE6+UfoXXq7yOSqti/tn52X7PmKXxe5X9+5XExsqo\nU0dH/fqFq367lnct5IKckNgQUrQptjbHooQlhDFmv6RiOv3V6dQvVd/GFhVNiufVPGf5leVcj76O\nv4c/Y5oUK+hak1crvIqj3JHzUeeLnMS4SU7NhQsXmDJlSibnoGLFikyePJnz5/MuUXj8+HH279/P\n6NGjM7zv4eFB06ZNM7wePnyITCajV69eue7XxcUl0/ednJzybF9hxV4jA8WYh8jkSOLV8cZ/a/Qa\nuywnNAzhtMe+muJ+GtOQySTRAEEQWbTIgZs3ZcZszW+XfyMiKWtVMINIwKt+r/LHHw4A9OtXuLI0\nAE4KJ6qXrI5e1HPz2U1bm2MxtHotw3cPJz4tnjeqvMHwhsNtbVKRpUmZJgCcj3y5ZZ2fpTxjxokZ\n/H97dx7W1Jm/DfwO+yKIAoIiiAuogPsGWrS2ghYXXGtbOjqOS1ttfZ1fLS6d1lFrVVzq1Fpm1KFq\n3SvuVhGttSii1hVxA5VFNIgIIggEkrx/MIlGtgAJ5wTvz1xcVz1JzrnD5CH55tkAYFHfRVxWv45Z\nm1rDv7k/lFDieMpxoePolFZFTePGjWFmZlbubebm5mjcuHG5t1VELpcjNDQUoaGhWj12165d6NOn\nD5o2FX7HdCIhhcWFldmNW4zDCVU9NXEP4iBXiGtyuKqo4bfRVevcWYEJE2QoKSldNMDHoQOCPYJR\nJC/CyvMry9xfoVSo96fp1NAfR46YQCJRYvRo8c2t0oZqXk18ZrzASfRnSdwSnH14Fi4NXPBDwA/s\nvdQj1V41VzOvVrkgQ332Tew3yCnKQX+3/hjSeojQcV5LAS3r5xA0rYqav/3tb1i9ejUKCzU30yso\nKMAPP/yASZOqt654REQEZDIZJk+u+huhpKQkXL16FaNHj9bq3Ldu3YKrqyuaNGmCQYMG4dSpU9XK\nRiRWFW2KJ8bFH1xsXODe0B25slzRfSB8efgZVe0f/yhCo0YK/PGHCfbtM8Fs39mQQIKN1zYiLTdN\n4753n93F44LHaGrdFFdPtINMJoG/vxwuLoa52pN6Wed6Oq/mZNpJrDi3AkYSI6wdtBaNLav3BSVV\nj52FHTwaeaBIXvRaLUDxssuPLmND/AaYGJlgyZtLWEQLRL20c8qxMtt/GDKTqu9SWrykpaXBx8cH\nAQEBaNKkCR49eoTo6GhYWFggPz8fixaVdiVKJBLMnTu3wnM9efIEixYtwtq1a2FqWvV65JGRkTA1\nNcWwYVUvW9uxY0d0794dbdu2RVZWFn744QeMGDECR44cQbdu3Sp8XGJiYpXnrs79xIjZhaHL7Evi\nl1TY6yGXy/Hl0S8xy2eWzq5X2+w+Nj5IfpqMfZf3wbqVddUP0KGKssvkMtx6cgsSSGCabYrEZ+J7\nbYnx9f7xxw5YvNgdoaGm2LXLDIHNAhH1IApfRX+FLzt+qb7fn1mlcwU6NeyEjeGlc2jefDMNiYlV\nLwMtBq/+7u1kdgCA86nnRfn/y8uqmy+7KBsTYyZCCSUmtZmEJgVNBHuOYv/dVqa62T2sPJCYnYjD\nVw+jgXsDPaXSTl3/3pVKJaafmQ4llHi3xbswyjJCYlbNMrxOrxl9cbN2Q2p+Kvac34POjTtr/Tih\n83t4eFR4m1ZFzYoVK9T/vX379kpvr6qoWbhwIXr06IHAwEBtLo3du3fjrbfeQqNGjaq87yeffKLx\n74CAAPj6+mLFihXYunVrhY+r7BekkpiYqNX9xIjZhaHL7NJ8KQ4dOYRiZfnDeIqVxTiYfhCLAhfB\nydqp1tfTRfZ3ZO/g4P2DuFV0q07/P6wse3xmPORKOVrbtUbH9h3rLJO2xPp6nzkTOHy4BJcvm2Hf\nPi98M+0bRP8cjYPpB/HPAf9ULyt+4c/SVZ16OQ3G/Es2sLBQYtKkxrC1FX8PQHm/+wZNGwDngTt5\nd9CmTRvRfqtc3deNUqnEe/vfw+Oix/Bz8cPidxbDxEirjwM6J9bXvDZqkr3/8/74Nf1XpCnSBH3e\nQvzed9zYgavZV9HEqgmWDFoCW3PbGp3ndXvN6MvgB4MRfikcN0puYIzHGK0eI6b85dFq+Fl2drbW\nP0+ePKnwPDdu3MDmzZsRGhqKnJwc5OTkoKCgdFWZ3Nxc9X+rxMfH49atWxg1alSNnpyVlRUCAwNx\n9erVGj2eSCwMcalu1WIBZx6cEc3OxaohH9yfpnqMjYFly0qHH69ebQ6j7LYY224sShQl6tecQqnA\nxSelE6Cz/ixdqXLw4GLY1uxziyg4WzvD3tIeubJcpD1Lq/oBBiL8Ujii7kXBztwO6watE6ygeR11\ncyodNXIx4/VaLOCZ7BnmnZoHAJjXZ16NCxrSnUD3/+1Xc6/+7Fej9eabunDnzh0UFxcjICAA7u7u\ncHd3x8yZMwEAXl5eZZaG3r17NywtLREUFFTja4r1mzWi6jDEpbpb2LaASwMXZBdm40bWDaHjAOB8\nmtro0UOOkBAZZDIJZs2yQGivWTAxMsH2G9uRlJ2E+Mx45BbnwtXGFUd3lH6TN3asYS4QoCKRSF7M\nq8msH/NqLj+6rP5w+UPAD2hu01zgRK8XbwdvmBmb4faT23ha9LTqB9QTy84ugzRfiu7O3fG+1/tC\nxyGULuhjbWqNa4+v4UHeA6Hj6ESdfj3j5+eHAwcOaBw7fvw4Vq1ahV9++QXu7u4at0VGRmLQoEFo\n0KBm404LCgoQFRWFzp21HytIJEaGuAS3RCJBn+Z9sPPmTsSmx4qikOByzrXzz38W4sABUxw7Zoob\nsW0Q4hWCjdc2YmncUrSyawUAaGPRAyduG8PBQYH+/Q1/AqqPow9Opp3EtcfXENS65l+wicEz2TNM\n/HUiihXFmNRxEoa04cpTdc3cxBwdHDrgQsYFXM64jH5u/YSOpHeJTxIRfim8dF+1N8uu4EnCMDcx\nRz/Xfvj17q84lnwM43zGCR2p1ur0lWVvbw9/f3+NH9XYPD8/P41xeufPn0dqamqFQ8+2bdsGe3t7\npKamAgCePn2Kd955Bz/99BNOnjyJ3bt3Y+jQoZBKpfj888/1/+SIqAyxbcKpHn7mwOFnNeHoqMSX\nX5YOQ5s92xLTOn4OUyNT7Lq1C/+5/B8AwK37pUOQR40qhhZrwYhefeqp+eLEF7iTcwdeDl5Y2Heh\n0HFeW92alg5BuyC9IHAS/VMqlZhzcg6KFcX40PtDdHXuKnQkeklgy/o1BE205XJkZCRsbW0REBBQ\n7u0KhQJyuRxKZelSoebm5rC3t8fy5csxZswYzJgxAw0bNsShQ4fQpUuXuoxORP/Tx+XFJpyqtiqU\nR/mP8Oj5I9iY2cDN1q3qB1C5Jk6UwctLjtRUI+yO8MB4n/FQQomcohwAwAPjOKCB1OCHnqmo5l8Z\n+rLOO27swPYb22FpYomfgn7ihocCUs2ruZBR/4uaI/eO4FjKMdia2eLrPl8LHYdeMcC9dP7j76m/\no6ikSOA0tSd4URMSEoKcnJwyQ8yWLFmC1NRUmJubV/q4Fi1aAAAsLCywefNmJCQk4NGjR0hNTUVk\nZCR69Oih9+dAROVr06gNmlg1waPnj5CUnSRolpeHnnGuXc2ZmADLlpUu6rJqlTnGNP0cRhpvJQo0\nHDofXbqIa9PVmmrbuC1MjUxxL+ce8mR5QsepkTvZd/D5b6UjFpa+uRRtG7cVONHrrZvzi54aob/s\n0afCkkLMOTkHADDHbw4crRwFTkSvam7THF4OXsgrzkPcgzih49Sa4EUNEdVfEonkxRC0dGGHoKm+\naed8mtrr00eOd9+VobBQgrClVppFookM+Z4b8ei5eDaDrQ0zYzN4NvaEEkpcf3xd6DjVJpPLMPHw\nROQV52GExwj8xfsvQkd67bWya4WG5g0hzZfWmwnaL5PmSxH0SxCWxC1B8tNktLdvj0kdq7dJO9Ud\n9SpoyYY/BI1FDRHplWpp59j0WEFzcD6Nbs2fX4gGDZQ4XrwECrmxxm0KpRxfRS8TKJnuqYagGeIu\n8PNPz8flR5fhZuuGVQNWsZdSBIwkRvV6CFpYXBjOpJ/B6gurAQBL3lwCU+N6MMGungpwL53mEX0v\nWuAktVfh6mcdO3bU+o+fRCLB5cuXdRaKiOqPlxcLUCqVgn2o4nLOutW0qRIDR6cg0uUnKI00lxtX\nGMmwM3ELBvw6B+8G2QuUUHd8HHywAzsMbl5N9L1orLm4BsYSY/z3nf+ioXlDoSPR/3R17orfUn/D\nRelFDGszTOg4OiPNl2Lr9a1QQgm5Uo6BLQein2v9X+HNkPVs2hO2Zra4nX0byU+T1ZspG6IKi5o+\nffrwGx0iqrX29u3RyKIR0vPSkZKbIsgfzGJ5MW49uVWax6F9nV+/Prp3zwh7nywFmlewsapEjk+2\nL0eP9kvRsqU4Nl+tqQ6OHQAY1gpo0nwpPjn6CQDgS78v0aMp55eKiWpezZ/SPwVOolthcWEoUb5Y\nyt3O3E7ANKQNU2NTvN3ibexJ3IPo5GhM7jRZ6Eg1VmFREx4eXpc5iKieMpIYwa+ZH37IwSXmAAAg\nAElEQVS9+ytO3z8tSFGTmJ2IYkUx3Bu6w8bMps6vXx+F/ZgFeYcNgEkFm8KayCDvsAHLwmfhxzDD\n/mCjGrKY8DgBCqVC9PtsKJQKfHTkIzwueIx+rv0wo8cMoSPRK1TDzy5nXIZcIYexkXEVjxA/VS9N\nieJFUbMvaR8W5C+Ak7WTgMmoKgEtA0qLmnuGXdSI+y8zEdULQs+r4Xwa3duVuRSQVNEDI5Hjl0dL\n6yaQHjlYOcDZ2hl5xXlIeZoidJwqrTq/CifTTsLB0gH/GfQf0Rdhr6Mm1k3gauOKvOI83M6+LXQc\nnVgUuwhFcs1lgRUKBcLOhgmUiLQ1oEXp0s5/pP2BgpICgdPUXIU9Ndu2bavWid5///1ahyGi+km1\nX41QK6BxPo3uFTvFVdxLo2IiQ7HTmboJpGfeDt6Q5ksR/zgeLe1aCh2nQucenMOiM4sAAOGB4XC2\ndhY4EVWkm3M3pD1LwwXpBbS3N+xhsTce38DmhM1QQnOJaplChi3XtyC0Vyh7a0SsiXUTdHHqgksZ\nlxCTFqPelNPQVFjUTJ06VeuTSCQSFjVEVKEOjh1gY2aD5KfJSH+WDhcblzq9vnqPGkcWNbpis/Ui\nnj2ret6ljY0SWJpbB4n0y8fBB8dTjuNa5jXRTuzOKczBxMMTIVfKMa3rNAS0LH/zahKHbs7dsDdx\nLy5IL+BD7w+FjlNjablpGLhzYJmCRkXVW7PirRV1nIyqI8A9AJcyLiE6Obr+FTVXrlypyxxEVI8Z\nGxnDt5kvopOjEZseizHtxtTp9VVFTQeHDnV63frs3Xdl2LTJDMXFFRc2pqZKjB1bRW+OgVAt6yzW\nxQKUSiX+fvzvSHuWhs5NOmNen3lCR6IqvLwJp6G6mXUTwZHByJVV/MUFe2sMQ6B7IMLOhiHqXhTC\n3gwzyMXCKixq3Nzc6jIHEdVzfVz6IDo5GtH3ovFT/E/4KeinOnmDyyrIwsP8h7A2tUaLhi30fr3X\nxaefyrBtmxmKiyu+j6kpMG1aPStqRLasszRfiilnpmBU7ijsSdyDBqYNEBEUATNjM6GjURU6NekE\nI4kREh4noKCkAJYmlkJHqpZzD87h3X3vIqcoBxJIKuypAdhbYwi6OHWBvaU9UnNTkZidCM/GnkJH\nqrZqzR68fv061q1bh7CwMKxbtw43btzQVy4iqmdUiwVE3YtCXHpcnU0eVX0I9bL34oRpHWrZUoGN\nG5/DykoJU1PNDzOmpkpYWSmxceNzg1/OWcWjkQfMjc2RmpuKp0VPhY6jFhYXhstPLmPeqdKemRVv\nrUAru1YCpyJtWJtao719e8iVclx5ZFijY6LvRWP47uHIKcqBjZlNpQUNUNpbc+7huTpKRzVhbGSM\nAe6lCwYcTT4qcJqaqbCn5mUlJSWYOnUqdu3aBaXyxQtXIpFg9OjRCA8Ph7Gx4S9HSET607lJZ1ga\nW+KprPQDYV0NR0jI/N98Gi4SoHMBASU4fToPa9aYYccOM+TlAQ0aAGPHyjBtmqzeFDQAYGJkgnb2\n7XDl0RUkPE5QbyorpFc3Ogz2CMbY9mOFjkXV0M25GxIeJ+CC9AJ8m/kKHUcrO2/uxNSjU1GiKMEH\nXh/g+wHfw8RIq4+TJHKB7oHYcWMHou9F49Ounwodp9q0+tpyyZIl2LNnD+bOnYsrV65AKpXiypUr\nmDt3Lvbs2YOlSw1/yU4i0i9TY1PYWb7Yr6SulvpUL+fsyOWc9aFlSwWWLy9EWlouzp27gLS0XCxf\nXlivChoV1ZLgYplXExYXBpn8xfC+hmYNBUxDNdHduTsA4KL0osBJtPPjxR8x5cgUlChK8P+6/T+s\nCVjDgqYeeavFWzCSGCE2PRbPZM+EjlNtWhU1O3fuxMyZMzFz5ky4ubnB3Nwcbm5u6mPbt2/Xd04i\nMnDSfCky8zPV/1ZNHs3Iz9DrdVXDz9hTQ7Ulpnk10nwpNl/fDAVeFI87b+3Ue3si3erq1BUAcCFD\n3IsFKJVKLDi9AHP/mAsAWOi/EPP95xvkZHKqWCOLRujZtCeKFcX4PfV3oeNUm1ZFjVQqRa9evcq9\nrVevXpBKpToNRUT1T1hcGPDK+5++e2tKFCW4mXUTAODl4KW369DrQUw9NWFxYZAr5BrHuNGh4Wln\n3w5WJlZIfpqMx88fCx2nXCWKEkw/Nh0rz6+EscQY4YHh+KzbZ0LHIj0JcC9dCj46OVrgJNWnVVHj\n7OyMuLi4cm87e/YsnJ25uRcRVUw19r9EUaJxXN+9NXdy7qBIXgRXG1c0NOfQHKqdDo6lS4LfyLpR\npqCoS6r2JFdqZqir3k/SHRMjE3Ry6gQAuJghviFohSWFGH9oPH5O+BmWJpbYOmwr3vfivoT1mbqo\nuRetMY/eEGhV1Lz77rtYsWIFwsLCkJycjIKCAiQnJ2PlypVYsWIFxo7lxEQiqlhYXBgUyvLnWMgV\ncr19u6xaJIDzaUgX7Czs0NymOQpKCnA3565gOcLiwlCiLCn3NvbWGB7VvBqx7VfztOgpRu0ZhUN3\nDqGheUPsHbkXA1sOFDoW6VkHxw5wtnbGw/yHohhqWx1aFTWzZ89GcHAwFi9ejK5du8LFxQVdu3bF\nwoULERwcjFmzZuk7JxEZKNW3yjJF+fuVFCuKsSVBP98ucz4N6ZrqtSTUm31FvZ4q7K0xPN2cSjfh\nFFNPTUZ+Bgb/Mhin00+jqXVTHB5zGL2alT8NgeoXiUSi0VtjSLQqakxMTLB+/XqcPn0ay5Ytw9y5\nc7Fs2TLExsZi3bp1MDHhyhdEVL7KemlUiuRF+PbMtzq/tnrlMwf21JBuqIagCTWvRpv2xN4aw9LV\n+X+LBUgviGK4z72cexi4cyCuPb6GNo3aIGpsFOckvmYCWwYCMLx5NVpVI1lZWbC2toaXlxe8vPjC\nJiLtnZeer7CXRkUJJXbf3o0Vb63Q6fKgXM6ZdE29WIBAPTXatCdudGhYXG1c0cSqCR49f4Tkp8lo\naddSsCxXH13F6L2j8ej5I3Rx6oJfgn+Bg5WDYHlIGP1c+8HUyBRnH55FTmEO7Czsqn6QCFTYUyOX\ny7F48WK0aNECHh4ecHV1xV/+8hfk5OTUZT4iMnAxITHImZFT4c/5cefRyKIRnsme4e/H/66zbyqz\nC7Nx/9l9WJpYomVD4T4kUP2iHn4mUE9NTEgMJneaDACY3m16aRsafL5Mu4oJiREkH1WfRCLR6K0R\nSkxaDIbsGoJHzx/hTbc3sX/UfhY0rylbc1v4ufhBoVTgt5TfhI6jtQqLmoiICISFhaFjx4747LPP\nEBQUhF9//RVz586ty3xEVM95NPbAjmE7YGliiZ8Tfsa3cboZhqbqpWlv3x7GRsY6OSdRK7tWsDSx\nRHpeOrILs+v8+nKFHPsS9wEARnqOrPPrk36o5tUItV/NgaQDGL13NHJluRjhMQI7hu2AjZmNIFlI\nHFTzaqKSowROor0Ki5qNGzdi/PjxOHDgAObPn4+NGzdi+fLl2LlzJ2Syyru+tfXgwQO4uLjAzs4O\neXl56uMdOnSAnZ2dxo+np6dW5zx06BB69+4NJycn9OrVC7t379ZJViLSn57NeiIiKAJGEiMsO7sM\nEVcjan1OVVHDRQJIl4yNjOFlXzoMOz4zvs6vfyr9FB49f4RWdq3QqUmnOr8+6Uc35/8VNXXQUyPN\nl2LKmSnqxSQ2XduE8YfGo0hehEkdJ2H9O+thbmKu9xwkbqp5NceSj1U5j08sKixqUlJSMHz4cI1j\nI0aMgFwuR1pamk4u/vXXX8Pa2rrc28aMGYPo6Gj1z86dO6s835kzZzBu3Di88cYb+OWXXxAYGIiJ\nEyfit98Mp+uM6HX1Tqt3sOrtVQCAmSdm4mDSwVqdj/NpSF9UrykhhqDtvlX6Rd1Iz5Hczb0e6epU\nOvzsyqMrKJYX6/VaYXFhuPzkMsLOhmHluZWYfmw6FEoFZvvOxrL+y9izTQAAz0aecLN1Q1ZBFi5l\nXBI6jlYqLGry8vJgY6PZ9aj697Nnz2p94dOnT+PYsWP47LPyd6V1cnJCjx491D+dO3eu8pzLli1D\n7969ERYWhr59+2LhwoUYMGAAwsK4CgyRIRjnMw5zfOdAoVRg0uFJOJN+psbnUn3gZE8N6Zq6qKnj\nxQKK5cXYn7QfADDCc0SdXpv0y87CDm0atUGRvAgJWQl6u45qSXAllNgQvwELYhdAAglW9F+B2b6z\nWSiTmkQiQaB7aW/N0XtHBU6jnUqXdH7w4AGSk5M1fgDg4cOH5R7XllwuR2hoKEJDQ9G4ceOaZtdQ\nVFSEmJgYjBih+Yd+5MiROHfuHJ4+faqT6xCRfoX2CsWEDhNQKC/Ee/vfw42sG9U+h1whVz+ORQ3p\nmnoFtDruqfk99XdkF2ajXeN26iFwVH+oemsuSvW3X83LS4LLlXJIIMFPQT9hYqeJersmGS5DW9q5\n0qJm/Pjx6Nq1q/qnR48eAICQkBCN4127dq3WRSMiIiCTyTB58uQK7/Pzzz/D0dERbm5uGDduHFJT\nUys9571791BcXAwPDw+N423btoVCocCdO3eqlZGIhCGRSLC8/3IEtQrC06KnGL1nNNKfpVfrHPee\n3kNBSQFcGrigkUUjPSWl15WqUL755Kbehwq9bPft0qFnIzxH8Bv1ekg1r+ZP6Z96Of/NxzexKWGT\nxpLgpkam8HPx08v1yPC90fwNWBhb4GLGRTzKfyR0nCpVuCHEmjVr9HLBJ0+eYNGiRVi7di1MTU3L\nvU9QUBB69OiBZs2a4fbt21i6dCmCgoJw+vRpNGzYsNzHqJaafvV2Ozs7jduJSPyMjYzx36D/Ynjk\ncJx9eBZj9o7Br2N+1XqtfM6nIX2yNbdFC9sWSMlNQWJ2Yp1sTFhYUohDdw4B4Kpn9VV35+4AdNtT\no1AqcDL1JH5O+Bl7b++FAmUnfIedDcOKt1bo7JpUf1iZWsHf1R/RydHYfXs3dsTvwPZm2+Fk7SR0\ntHJVWNR88MEHerngwoUL0aNHDwQGBlZ4n6VLl6r/u3fv3ujZsyf8/f2xZcsWTJ06VeeZEhMTdXo/\nMWJ2YTB77SzyWYTJzybjetZ1jNg5Aqt7roa5cdWr8py8dRIA0NSoqSieR3UYWt5XGXL+6mRvadkS\nKbkpOHbtGExdyv+CTpdOSk8iV5YLT1tPIAtIzNLM+rr83sVGl9kt5BYwkZjg1pNbuHT9EhqYNqjx\nuaQFUhy4fwAH0w7iQcGDCu8nU8iw+dpmjHYcDQcLw9mThq+ZutPZujOiEY3V51fjwfMH+PLol5jl\nM0uwPK+OyHqZ7rbu1sKNGzewefNm/Prrr+qek4KCAgBAbm4ujI2NYWlpWeZxXl5e8PDwwJUrVyo8\nt6pHJjc3V+O46jqq28tT2S9IJTExUav7iRGzC4PZdWO/634E7gjEpSeXEJYUhp+Cfqp0dZ7ExEQ8\nVDwEAPh7+ovmeWhDTL/3mjDk/NXN3utxL/ye8TseGz+uk+e8NKn0y74POnxQ5nqv0+9dTPSRveOl\njriYcRHPbJ6hi2uXaj1WJpfh8N3D+PnazziechxKlG5k7GrjCkcrR8RnxqNYUXa4pBJK7MrcZTC9\nNXzN1K2QJiFYlrAM6c9Lh4EfTD+IRYGLRNlbU+mcGl27c+cOiouLERAQAHd3d7i7u2PmzJkASguX\n0NDQCh8rkUgqHUPcsmVLmJqalqmAb9++DSMjI7Ru3Vo3T4KI6pSrrSt2jdgFWzNb7E/aj9knZ0Op\nVFb6GA4/I31TvbZUrzV9el78HIfvHgYADPccXsW9yZDVZL+am1k38eUfX8JrvRfGHxqPYynHYGps\nipGeI7F35F5EjY3C9cfXyy1ogNLemi3Xt6j3rSF6mXtDd9ia2ar/rVAoEHZWnKsK12lR4+fnhwMH\nDmj8zJgxAwDwyy+/YPr06eU+7vr167h9+3alyzqbm5vD398fe/fu1Ti+Z88e9OzZs8K5OEQkft4O\n3tg6bCvMjM2w7so6fHf+uwrvm1ech9TcVJgbm6O1Hb/MIP3o4NgBQN2sgHb03lHkF+eju3N3uDd0\n1/v1SDiqoub0/dMI+iWowkIjT5aHTdc2IXBHIHx/9sWai2vwuOAxvBy8sKTfEtycdBMRQRF40+1N\nLD+7vMrNE8X8QZWEJc2XIr84X/1vMRfBdTr8zN7eHv7+/hrHVKua+fn5oUGDBoiKisLOnTsxcOBA\nODs7IzExEcuXL0fz5s015vls27YNn376KS5dugQ3NzcAwBdffIEhQ4Zg9uzZGDx4MKKjo3H06FFE\nRkbW3ZMkIr14o/kbWDdoHf566K9YELsATtZOCPEOKXO/pGdJAIB29u1gYlSnf+LoNeJm6wYbMxtk\nPM9A5vNMOFo56u1akbdL38O4N039182ptKiJTY9FYUmhxiR+pVKJP6V/YtO1Tdhzew/yivMAADZm\nNhjlOQrjfMahi1OXMqNazkvPa6x4Vh6ZQoZzD8/p4RmRoQuLC4OxxBhypVx9TFUEi23Iouje8V1c\nXJCZmYk5c+bg6dOnaNy4Md5++218/fXXsLXV7P6Sy+Uaw1D8/PywceNGLFq0CBEREWjRogXWr1+P\nt956S4inQkQ6FuwRjCVvLsGs32dh+rHpaGLVBAEtAzTuk5hbOgSV+9OQPhlJjODt4I24B3G4lnkN\n/Vv018t1cotyEX2vdI+I4R4celbftW7UGg1MG6gLli3Xt2BSx0k4nnocm69txs0nN9X39Wvmhw+9\nP8Rwz+GwNrWu8JwxITFljhni3A6qe6rNWl8tilW9NaG9QkU1t0bwoiYkJAQhIS++bfXx8cH+/fur\n/TiVIUOGYMiQITrNSETi8VHnjyDNk+K7P7/D+EPjcWD0AfWQDeBFT41qg0QiffFx8Cktah7rr6g5\nfPcwCuWF8HPxg4uNi16uQeJhJDGCrbmtuqgpKilC78291ZP+Ha0c8X779/Gh94fwbOwpZFR6Dby8\nWeurxNhbU6dzaoiIdOHrPl/jvfbv4XnJc7y7713cyX6xua66p8aRPTWkX6rewPjMeL1dQ7XhJvem\neT1I86UacxWU//tfv+b98POQn3F94nUs8F/Agob0rqJeGhUxzq1hUUNEBkcikWD1gNUY0GIAsgqy\nMHLPSGTkZ+BB3gNcyymduO1tz6KG9Eu1Atq1x/pZLCCnMAe/pfwGI4kRgtsE6+UaJC5hcWFl5sSY\nGpmiTeM2GNpmKEyN9b8nEhFQeS+NitgWmGBRQ0QGydTYFBsGb0AXpy5IyU3BmL1jMOf3OVBCCUsT\nSzhYGc5GcmSYvBy8IIEEt5/cRlFJkc7Pf+DOARQriuHf3B9NrJvo/PwkLqpvxksUJRrHixXFovtG\nnOo/Q1xgQvA5NURENdXArAF2Bu/EwJ0DcTXzKq5mXgUAFMmLkJGfIaoJjFT/WJtao5VdK9zJuYNb\nT26hY5OOOj3/nlt7AACj2o7S6XlJnAxt/gLVb4a4wAR7aojIoDlaOSJyeCQsjC00joupS5zqL30N\nQXv8/DFOpp2EiZEJhrYZqtNzk/gY4vwFIrFhUUNEBs/S1BIKvPiGU6FU8AMA1QnVKnu63oRzf9J+\nyJVy9Hfrj0YWjXR6bhIfQ5y/QCQ2LGqIyOCFxYUBSs1j/ABAdUFfPTWRt0o33OSqZ68HQ5y/QCQ2\nnFNDRAbN0DYHo/rl5Z4apVJZZuWqmniY9xCx6bEwMzZDUOugWp+PxK+8+QtEVD3sqSEig6bN5Foi\nfWlu0xwNzRviSeETPMx/qJNz7kvcByWUCHAPQEPzhjo5JxFRfceihogMFifXktAkEom6tyYhM0En\n5+SGm0RE1ceihogMFifXkhjocl5Nam4qzj08BysTKwxqNajW5yMiel2wqCEig8XJtSQG6qJGByug\n7b29FwAwsOVAWJta1/p8RESvCy4UQEQGyxA3B6P6p4NDBwC66alRDz1ry6FnRETVwZ4aIiKiWmhn\n3w5GEiMkZieioKSgxue5m3MXlx9dho2ZDQLcA3SYkIio/mNRQ0REVAsWJhbwaOQBhVKBm1k3a3we\nVS/NO63egYWJha7iERG9FljUEBER1ZJqBbT4zPgan0NV1IxqO0onmYiIXicsaoiIiGqptiug3cy6\nieuPr8PO3A793frrMhoR0WuBRQ0REVEtqXpqaroCmqqXZmiboTAzNtNZLiKi1wWLGiIiolp6eVln\npVJZrccqlUpuuElEVEssaoiIiGrJ2doZ9pb2yJXlIu1ZWrUeG58Zj6TsJDhYOsDf1V9PCYmI6jcW\nNURERLUkkUhqPARN1UsT7BEMEyNuH0dEVBMsaoiIiHSgJosFvDz0bITnCL3kIiJ6HbCoISIi0oGa\n9NRczLiI1NxUNLVuCr9mfvqKRkRU7wla1Dx48AAuLi6ws7NDXl4eAEAqleKrr75Cnz594OLiAm9v\nb3z88cd4+PBhledbvHgx7OzsyvwcO3ZM30+FiIheczXpqYm8FQmgdOiZsZGxXnIREb0OBB28+/XX\nX8Pa2hr5+fnqY5cvX8bBgwcxbtw4dOvWDZmZmViyZAkCAwNx5swZNGjQoNJz2traIjIyUuOYp6en\nXvITERGptG3cFqZGpriXcw95sjw0MKv8/UqhVGBv4l4A3HCTiKi2BCtqTp8+jWPHjuHzzz/HV199\npT7u6+uL8+fPw8TkRbROnTqhe/fu2L9/Pz744INKz2tiYoIePXroLTcREVF5zIzN4NnYEwmPE3Aj\n6wZ6NK38vSjuQRwe5D2Aq40rujt3r6OURET1kyDDz+RyOUJDQxEaGorGjRtr3GZnZ6dR0ABAmzZt\nYGVlBalUWpcxiYiIquXl/Wqqsuf2HgCle9NIJBK95iIiqu8EKWoiIiIgk8kwefJkre5/7do1PH/+\nHK1bt67yvk+fPkWrVq3g4OAAf39/7N+/v7ZxiYiItKJeLKCKeTUlihL10LMRbbnqGRFRbUlycnKq\nt/VxLT158gRdu3bF2rVrERgYiC1btmDatGm4f/9+ufNlFAoFhg0bhocPHyIuLg6mpqYVnnvHjh3I\nzMxEx44dkZeXhw0bNuDo0aPYtGkThg0bVuHjEhMTdfLciIjo9Xb28Vl8evZTdGzUEf/t/d8K73fu\n8TlMOzsNbtZu2NVvF3tqiIi04OHhUeFtdT6nZuHChejRowcCAwO1uv/8+fNx/vx5HDp0qNKCBgDG\njh2r8e933nkHgYGBCAsLq7SoqewXpJKYmKjV/cSI2YXB7MJgduEYcn5dZbdzsQPOAnfz7qJ1m9Yw\nkpQ/IOKHlB8AAO96v1vrxWz4excGswuD2YUj9vx1Ovzsxo0b2Lx5M0JDQ5GTk4OcnBwUFBQAAHJz\nc9X/rbJ+/Xp8//33CA8PR/fu1Z9EKZFIMHToUCQkJEAul+vkORAREVXE0coRTlZOyCvOQ8rTlHLv\nUywvxv6k0qHRIz1H1mU8IqJ6q057au7cuYPi4mIEBASUuc3Lywt/+ctfsHr1agDAvn37EBoaigUL\nFmDkyJr/0ZdIJOzWJyKiOuPj6IOMlAzEP45HS7uWZW7/PfV3ZBdmo719e3g5eAmQkIio/qnTosbP\nzw8HDhzQOHb8+HGsWrUKv/zyC9zd3QEAMTExmDJlCqZMmYLPPvusxtdTKpXYv38/fHx8YGzMTc2I\niEj/fBx8cDzlOK5lXsOwNmWHPkfeLt1LbYQnFwggItKVOi1q7O3t4e/vr3EsNTUVQGnB06BBA9y6\ndQshISHw8PDAyJEjcf78efV9HRwc0LJl6bdep06dQnBwMPbt24c33ngDABAUFIRhw4bB09MT+fn5\n2LRpE/78809s2bKljp4hERG97ipb1rmwpBC/3vkVAIeeERHpkmCbb1bkzz//RG5uLq5du1ZmMYH3\n338f4eHhAEp7YeRyOZTKF4u3tWrVCuHh4cjIyICRkRE6deqEnTt3ljvcjYiISB/URU05yzofSz6G\nXFkuOjp2RJtGbeo6GhFRvSV4URMSEoKQkJAK/10Rf39/5OTkaBz74YcfdJ6PiIioOjwaecDc2Byp\nual4WvQUDc0bqm9Tbbg5qu0ooeIREdVLgmy+SUREVF+ZGJmgnX07AEDC4wT18fzifBy+exgAMNxj\nuCDZiIjqKxY1REREOubjUHZezdF7R/G85Dl6OPdAi4YthIpGRFQvsaghIiLSsfLm1ey+vRsAVz0j\nItIHFjVEREQ6puqpScgsHX6WW5SLo/eOQgIJhnty6BkRka6xqCEiItKxDo4dAADXs65DrpDj8N3D\nKJIXwc/FD80aNBM4HRFR/cOihoiISMfsLOzQ3KY5CkoKcDfnrnroGfemISLSDxY1REREeuDt4A0A\nOHX/FH5L+Q1GEiMEewQLnIqIqH5iUUNERKQHqnk1s07OQrGiGH1d+8LRylHgVERE9ROLGiIiIj1Q\nrYAmk8sAcOgZEZE+saghIiLSA2crZ41/+zbzFSgJEVH9x6KGiIhID3be2qn+bwkk+M/l/wiYhoio\nfmNRQ0REpGPSfCm2Xd+m/rcSSmy5vgUZ+RkCpiIiqr9Y1BAREelYWFwYFEqFxjGFQoGws2ECJSIi\nqt9Y1BAREemQNF+Krde3QqaQaRyXKWTsrSEi0hMWNURERDpUXi+NCntriIj0g0UNERGRjlTUS6PC\n3hoiIv1gUUNERKQjlfXSqLC3hohI91jUEBER6ch56fkKe2lUZAoZzj08V0eJiIheDyZCByAiIqov\nYkJihI5ARPRaYk8NEREREREZNBY1RERERERk0FjUEBERERGRQZPk5OQohQ5BRERERERUU+ypISIi\nIiIig8aihoiIiIiIDBqLGiIiIiIiMmgsaoiIiIiIyKCxqCEiIiIiIoPGoqYK69evR8eOHeHk5IR+\n/fohNjZW6EhVWrlyJfr37w9XV1e0bt0aY8eOxfXr14WOVSMrV66EnZ0dvvjiC6GjaE0qleLjjz9G\n69at4eTkhF69euHUqVNCx6qSXC7HN998o369d+zYEd988w1KSkqEjlbG6dOn8bB2wvUAAA/KSURB\nVN5776F9+/aws7PDli1bNG5XKpVYvHgx2rVrB2dnZwwePBg3btwQKK2myrIXFxdj3rx56N27N5o1\na4a2bdti0qRJSEtLEzDxC1X93l82Y8YM2NnZYfXq1XWYsGLaZE9KSsKHH34INzc3NG3aFH379sWt\nW7cESFtWVfnz8vLwxRdfwMvLC87OzujevTvWrFkjUNoXtHk/Emt7rSq7mNtrdT8HiKm9aptdrO1V\nm/xiba/r1q1D79694erqCldXVwQEBCAqKkp9u1jbqgqLmkrs3r0bs2fPxueff44//vgDPXv2xJgx\nY0TxB6syp06dwsSJExEVFYX9+/fDxMQEw4cPR3Z2ttDRquX8+fPYsGEDvL29hY6itZycHAwcOBBK\npRI7d+7E2bNnERYWBkdHR6GjVWnVqlVYv349li5dinPnzmHJkiVYt24dVq5cKXS0MvLz8+Hl5YUl\nS5bA0tKyzO3/+te/sGbNGixduhS//fYbHB0dMWLECDx79kyAtJoqy/78+XNcuXIFM2fOxMmTJ7F1\n61akp6dj9OjRoiguq/q9q+zbtw8XLlxA06ZN6zBd5arKnpycjIEDB6JFixbYv38/zpw5g3/84x+w\ntrYWIG1ZVeX/8ssvcfToUfz73//G2bNn8fnnn2P+/PnYvn27AGlf0Ob9SKzttarsYm6v1fkcILb2\nqk12MbdXbfKLtb02a9YM8+fPx8mTJ3HixAn07dsXISEhuHbtGgDxtlUV7lNTibfffhve3t74/vvv\n1ce6du2K4OBgzJs3T8Bk1ZOXlwc3Nzds2bIF77zzjtBxtPL06VP069cP33//PZYuXQovLy8sW7ZM\n6FhVWrBgAU6fPq3xzYahGDt2LBo1aoR///vf6mMff/wxsrOzsWPHDgGTVc7FxQVhYWEICQkBUPpN\nUrt27TB58mTMnDkTAFBQUAAPDw8sXLgQEyZMEDKuhlezl+fmzZvw9fXF6dOnRVXgV5Q9NTUVAwcO\nxN69ezF69GhMmTIFn332mUApy1de9kmTJkEikWDdunUCJtNOefn9/PwwdOhQzJ07V30sKCgI3t7e\novrb+er7kSG1V23eS8XaXivKbgjttbzshtRey8tvKO0VANzd3TFv3jz89a9/FX1bZU9NBWQyGS5f\nvoy33npL4/hbb72Fs2fPCpSqZvLy8qBQKGBnZyd0FK3NmDEDwcHB6Nu3r9BRquXQoUPo1q0bJkyY\ngDZt2uCNN97A2rVroVSK/7sDX19fnDp1Crdv3wZQ+uYcExODgIAAgZNVT0pKCjIyMjTarqWlJXr3\n7m1wbReA+hswQ2i/JSUlmDRpEmbOnIm2bdsKHUdrCoUCR44cQdu2bTFq1Ci0bt0a/fv3x+7du4WO\npjVfX18cOXIE9+/fBwCcPXsW165dw9tvvy1wMk2vvh8ZUnvV5r1UrO21vOyG0l5fzW5o7bW8370h\ntFe5XI7IyEjk5+ejZ8+eBtFWTYQOIFZZWVmQy+Vlhg05Ojri0aNHAqWqmdmzZ6NDhw7o2bOn0FG0\nsnHjRty9exdr164VOkq1JScn47///S+mTp2KGTNmID4+HrNmzQIATJkyReB0lZsxYwby8vLQq1cv\nGBsbo6SkBDNnzsSkSZOEjlYtGRkZAFBu23348KEQkWpMJpPhH//4BwYNGgQXFxeh41Rp8eLFaNy4\nMSZOnCh0lGrJzMxEXl4eVq5ciblz52LevHn4448/MHnyZFhbW2PgwIFCR6zS0qVLMWPGDPj4+MDE\npPStPSwsDIMGDRI4maZX348Mqb1W9V4q5vZaXnZDaa+vZje09lre717M7TUhIQGBgYEoLCyEtbU1\nNm/eDG9vb3XhIua2yqKmnps7dy7i4uJw5MgRGBsbCx2nSomJiViwYAGOHDkCU1NToeNUm0KhQJcu\nXdTDEzt16oS7d+9i/fr1oi9qdu/eje3bt2P9+vVo164d4uPjMXv2bLi5uWHcuHFCx3vtlJSUYMqU\nKXj69Cm2bdsmdJwqxcTEYOvWrYiJiRE6SrUpFAoApcM/Pv30UwBAx44dcfnyZaxbt050H5LK85//\n/Afnzp3Dtm3b4OrqitjYWHz11Vdwc3PDgAEDhI4HwPDej15WVXYxt9fyshtKey0vuyG114peN2Ju\nrx4eHoiJiUFubi727duHTz75BAcPHhQ0k7ZY1FTA3t4exsbGyMzM1DiemZmJJk2aCJSqeubMmYPd\nu3fjwIEDcHd3FzqOVs6dO4esrCz4+vqqj8nlcsTGxiIiIgIPHjyAubm5gAkr5+TkVKYb39PTU93F\nLGZff/01Pv30U4waNQoA4O3tjbS0NHz33XcGVdQ4OTkBKG2rrq6u6uOG1HZLSkowceJEXL9+HQcP\nHkTjxo2FjlSlU6dOQSqVarz+5XI55s2bh/DwcFGvwGhvbw8TE5Ny265Yh7S8rKCgAAsWLMCGDRvU\nY/Z9fHwQHx+P1atXC/4hCaj4/cgQ2mtV76Vibq8VZTeE9lpRdkNprxXlF3t7NTMzQ6tWrQAAnTt3\nxsWLF/Hjjz+q59GIua1yTk0FzMzM0LlzZ5w4cULj+IkTJ9CrVy+BUmlv1qxZiIyMxP79++Hp6Sl0\nHK0NHjwYsbGxiImJUf906dIFo0aNQkxMDMzMzISOWClfX18kJSVpHEtKStL4AyBWz58/L/MNpLGx\nsfpbMUPRokULODk5abTdwsJCnDlzxiDabnFxMSZMmICEhAQcOHBA/aFP7CZNmoTTp09rtN2mTZti\n6tSp2Ldvn9DxKmVmZoauXbsiMTFR47ihtN3i4mIUFxeLtv1W9n4k9vZa1XupmNtrZdnF3l4ry24I\n7bWy/GJvr69SKBSQyWSib6sAe2oqNW3aNHz00Ufo1q0bevXqhYiICEilUlGs8FCZmTNnYseOHdi8\neTPs7OzUY5atra3RoEEDgdNVzs7OrswESysrKzRq1AheXl4CpdLe1KlTERgYiOXLl2PkyJG4evUq\n1q5di6+++kroaFUaNGgQVq1ahRYtWqBdu3a4evUq1qxZg/fee0/oaGXk5eXh7t27AEr/4N6/fx9X\nr15Fo0aN4Orqik8++QQrV66Eh4cH2rRpg+XLl8Pa2hqjR48WOHnl2Zs2bYrx48fj0qVL2LZtGyQS\nibr92traVrqMcl2o6vf+6lhrExMTODk5wcPDQ4i4GqrKPn36dEyYMAG9e/dG3759ERMTg927d1e6\nF09dqip/nz59MH/+fFhbW8PV1RWnT5/G9u3bMX/+fEFzV/V+JJFIRNteq8peUlIi2vZaVXZHR0fR\ntldtPsOIub1Wld/W1la07fWf//wnAgMD4eLigry8POzatQunTp3Czp07Rd1WVbikcxXWr1+Pf/3r\nX8jIyED79u3x7bffok+fPkLHqlRFq67MmjULc+bMqeM0tTd48GCDWdIZAKKiorBgwQIkJSWhefPm\nmDx5Mj766CNIJBKho1Xq2bNnWLRoEQ4ePIjHjx/DyckJo0aNQmhoKCwsLISOpyEmJgZDhw4tc/z9\n999HeHg4lEollixZgg0bNiAnJwfdunXD8uXLRVEYV5Z99uzZ6NSpU7mPW7NmTaVLP9eFqn7vr+rQ\noYNolojVJvuWLVuwcuVKpKeno1WrVvi///s/0bxZV5U/IyMD8+fPx4kTJ5CdnQ1XV1eMGzcOn376\nqaB/e7R5PxJre60qe0pKimjba00+B4ilvWqbXaztVZv8Ym2vn3zyCWJiYvDo0SPY2trC29sb06dP\nV6/KJta2qsKihoiIiIiIDBrn1BARERERkUFjUUNERERERAaNRQ0RERERERk0FjVERERERGTQWNQQ\nEREREZFBY1FDREREREQGjUUNERGJxpYtW9Sb8NrZ2aFZs2bo0KEDQkJCsGfPHiiV3IWAiIjKMhE6\nABER0as2btyIZs2aoaioCPfv38fRo0cxceJEbNiwAdu3bxd0t3YiIhIfFjVERCQ6HTp0QKtWrdT/\nfu+99xAcHIy//vWv+Prrr7Fs2TIB0xERkdhw+BkRERmE4OBgBAUFYdOmTXj+/DkA4Ntvv0Xfvn3h\n6uqKVq1aYejQoTh//rz6MRkZGXB0dER4eHiZ8y1evBhNmzZFTk4OAOD48eMIDAyEm5sbXFxc0L17\ndyxdurRunhwREdUKixoiIjIYgYGBKCoqwqVLlwAADx8+xNSpU7Flyxb8+OOPcHR0RFBQEBISEgAA\nTk5OGDx4MDZu3KhxHrlcjs2bN2P48OGws7NDcnIy3n//fbRo0QIRERHYunUrpk2bpi6eiIhI3Dj8\njIiIDEbz5s0BlPbAAMDq1avVt8nlcgwYMAC+vr7YtGmTupdl4sSJGDp0KGJjY9G7d28AQFRUFNLT\n0/G3v/0NAHDlyhXIZDKsWLECtra2AIB+/frV2fMiIqLaYU8NEREZDNXqZxKJBADw+++/Y8iQIWjZ\nsiXs7e3h4OCApKQkJCUlqR/j7++Pdu3aYcOGDepjGzZsgLe3N3r06AGgdA6PqakpJk6ciH379iEz\nM7PunhQREdUaixoiIjIY6enpAEqHlV2+fBljxoyBtbU1Vq9ejWPHjuHEiRPw8fFBYWGhxuP+9re/\nYd++fXjy5AlSU1Nx7NgxdS8NALRq1QqRkZFQKBT46KOP4OnpiQEDBuDUqVN1+vyIiKhmWNQQEZHB\niIqKgoWFBTp37owDBw7AxMQEmzdvxpAhQ9C9e3d06dJFPfH/Ze+99x5MTU2xZcsWbNq0CVZWVhgz\nZozGffr27YvIyEikpKRg7969MDExwdixY5GVlVVXT4+IiGqIc2qIiMgg7Nu3D4cPH8bHH38MKysr\nPH/+HMbGxuqhaABw8uRJ3L9/Hy1atNB4rK2tLcaMGYMNGzYgPz8fo0aNUs+deZW5uTn69euH/Px8\nfPDBB0hJSYG9vb1enxsREdUOixoiIhKd+Ph4ZGVlQSaT4f79+4iKisLevXvRv39/zJs3DwAwYMAA\nhIeHY+rUqQgJCUFSUhKWLVuGZs2alXvOiRMn4qeffgIATJgwQeO2iIgIxMbGIiAgAC4uLsjKysJ3\n332Hpk2bon379vp9skREVGssaoiISHTGjx8PALCwsICDgwM6deqEiIgIBAcHq3tm3n77bSxduhRr\n1qzB/v370b59e/z73/+ucGNOHx8ftGnTBjY2NujcuXOZ26Kjo7FgwQJkZmaiUaNG8PX1xbp162Bp\naanfJ0tERLUmycnJUQodgoiISN8SExPRs2dP/Otf/8K4ceOEjkNERDrEooaIiOq19PR03L17F4sX\nL8a9e/dw8eJF9r4QEdUzXP2MiIjqtU2bNmHYsGHIzMzkcDIionqKPTVERERERGTQ2FNDREREREQG\njUUNEREREREZNBY1RERERERk0FjUEBERERGRQWNRQ0REREREBo1FDRERERERGbT/D+/2wJxL42S0\nAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 864x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "oCSL3S8GT8JZ",
        "colab_type": "text"
      },
      "source": [
        "### Boxplot\n",
        "\n",
        "![boxplot](https://miro.medium.com/max/1838/1*2c21SkzJMf3frPXPAR_gZA.png)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tNkg2vlHT8Ja",
        "colab_type": "code",
        "outputId": "3321622a-7762-4b56-85b3-3d30fae7b507",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 278
        }
      },
      "source": [
        "plt.style.use('ggplot')\n",
        "# Note how to convert default numerical x-axis ticks to the list of string by passing two lists \n",
        "plt.boxplot(x=[candidate_A,candidate_B],showmeans=True)\n",
        "plt.grid(True)\n",
        "plt.xticks([1,2],['Candidate A','Candidate B'])\n",
        "#plt.yticks(fontsize=15)\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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OqLOzU6WlpbLb7SotLdVjjz2m1tZWSVJLS4vS0tL08MMPd6u77777lJKSIkkaP368li9f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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "OjWuZw2hT8Jc",
        "colab_type": "text"
      },
      "source": [
        "## Pandas DataFrames support some visualizations directly!"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rvUM26TBT8Jd",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import pandas as pd"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fKArzGkuUY8I",
        "colab_type": "code",
        "outputId": "87b84e95-0cf1-4db5-cf36-fafb36e26831",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 404
        }
      },
      "source": [
        "!wget \"https://raw.githubusercontent.com/tirthajyoti/Stats_data_science_ValleyML/master/Notebooks/Data/wine.data.csv\"\n",
        "!wget \"https://raw.githubusercontent.com/tirthajyoti/Stats_data_science_ValleyML/master/Notebooks/Data/Height_Weight.xlsx\"\n",
        "\n",
        "! rm -rf Data\n",
        "!mkdir Data\n",
        "\n",
        "!mv wine.data.csv Data/\n",
        "!mv Height_Weight.xlsx Data/"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "--2019-08-11 06:15:50--  https://raw.githubusercontent.com/tirthajyoti/Stats_data_science_ValleyML/master/Notebooks/Data/wine.data.csv\n",
            "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 151.101.0.133, 151.101.64.133, 151.101.128.133, ...\n",
            "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|151.101.0.133|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 11481 (11K) [text/plain]\n",
            "Saving to: ‘wine.data.csv’\n",
            "\n",
            "\rwine.data.csv         0%[                    ]       0  --.-KB/s               \rwine.data.csv       100%[===================>]  11.21K  --.-KB/s    in 0s      \n",
            "\n",
            "2019-08-11 06:15:51 (100 MB/s) - ‘wine.data.csv’ saved [11481/11481]\n",
            "\n",
            "--2019-08-11 06:15:51--  https://raw.githubusercontent.com/tirthajyoti/Stats_data_science_ValleyML/master/Notebooks/Data/Height_Weight.xlsx\n",
            "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 151.101.0.133, 151.101.64.133, 151.101.128.133, ...\n",
            "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|151.101.0.133|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 3981 (3.9K) [application/octet-stream]\n",
            "Saving to: ‘Height_Weight.xlsx’\n",
            "\n",
            "Height_Weight.xlsx  100%[===================>]   3.89K  --.-KB/s    in 0s      \n",
            "\n",
            "2019-08-11 06:15:51 (39.1 MB/s) - ‘Height_Weight.xlsx’ saved [3981/3981]\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CQ5SCUU2T8Jf",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "df = pd.read_csv('Data/wine.data.csv')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "p3blxRmhT8Jh",
        "colab_type": "code",
        "outputId": "6c6c534a-2cc8-4097-8a91-f4ea4f7d35d8",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 212
        }
      },
      "source": [
        "df.head()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Class</th>\n",
              "      <th>Alcohol</th>\n",
              "      <th>Malic acid</th>\n",
              "      <th>Ash</th>\n",
              "      <th>Alcalinity of ash</th>\n",
              "      <th>Magnesium</th>\n",
              "      <th>Total phenols</th>\n",
              "      <th>Flavanoids</th>\n",
              "      <th>Nonflavanoid phenols</th>\n",
              "      <th>Proanthocyanins</th>\n",
              "      <th>Color intensity</th>\n",
              "      <th>Hue</th>\n",
              "      <th>OD280/OD315 of diluted wines</th>\n",
              "      <th>Proline</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1</td>\n",
              "      <td>14.23</td>\n",
              "      <td>1.71</td>\n",
              "      <td>2.43</td>\n",
              "      <td>15.6</td>\n",
              "      <td>127</td>\n",
              "      <td>2.80</td>\n",
              "      <td>3.06</td>\n",
              "      <td>0.28</td>\n",
              "      <td>2.29</td>\n",
              "      <td>5.64</td>\n",
              "      <td>1.04</td>\n",
              "      <td>3.92</td>\n",
              "      <td>1065</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>13.20</td>\n",
              "      <td>1.78</td>\n",
              "      <td>2.14</td>\n",
              "      <td>11.2</td>\n",
              "      <td>100</td>\n",
              "      <td>2.65</td>\n",
              "      <td>2.76</td>\n",
              "      <td>0.26</td>\n",
              "      <td>1.28</td>\n",
              "      <td>4.38</td>\n",
              "      <td>1.05</td>\n",
              "      <td>3.40</td>\n",
              "      <td>1050</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1</td>\n",
              "      <td>13.16</td>\n",
              "      <td>2.36</td>\n",
              "      <td>2.67</td>\n",
              "      <td>18.6</td>\n",
              "      <td>101</td>\n",
              "      <td>2.80</td>\n",
              "      <td>3.24</td>\n",
              "      <td>0.30</td>\n",
              "      <td>2.81</td>\n",
              "      <td>5.68</td>\n",
              "      <td>1.03</td>\n",
              "      <td>3.17</td>\n",
              "      <td>1185</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1</td>\n",
              "      <td>14.37</td>\n",
              "      <td>1.95</td>\n",
              "      <td>2.50</td>\n",
              "      <td>16.8</td>\n",
              "      <td>113</td>\n",
              "      <td>3.85</td>\n",
              "      <td>3.49</td>\n",
              "      <td>0.24</td>\n",
              "      <td>2.18</td>\n",
              "      <td>7.80</td>\n",
              "      <td>0.86</td>\n",
              "      <td>3.45</td>\n",
              "      <td>1480</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1</td>\n",
              "      <td>13.24</td>\n",
              "      <td>2.59</td>\n",
              "      <td>2.87</td>\n",
              "      <td>21.0</td>\n",
              "      <td>118</td>\n",
              "      <td>2.80</td>\n",
              "      <td>2.69</td>\n",
              "      <td>0.39</td>\n",
              "      <td>1.82</td>\n",
              "      <td>4.32</td>\n",
              "      <td>1.04</td>\n",
              "      <td>2.93</td>\n",
              "      <td>735</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   Class  Alcohol  Malic acid  ...   Hue  OD280/OD315 of diluted wines  Proline\n",
              "0      1    14.23        1.71  ...  1.04                          3.92     1065\n",
              "1      1    13.20        1.78  ...  1.05                          3.40     1050\n",
              "2      1    13.16        2.36  ...  1.03                          3.17     1185\n",
              "3      1    14.37        1.95  ...  0.86                          3.45     1480\n",
              "4      1    13.24        2.59  ...  1.04                          2.93      735\n",
              "\n",
              "[5 rows x 14 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-iZCb4iiT8Jk",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Just to set the Matplotlib style to default\n",
        "import matplotlib as mpl\n",
        "mpl.rcParams.update(mpl.rcParamsDefault)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zAsyHMVzT8Jm",
        "colab_type": "text"
      },
      "source": [
        "### Scatter plot"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hLOdFuRpT8Jn",
        "colab_type": "code",
        "outputId": "5fd1e8f5-5ac1-4bdc-8cf8-da807175bfee",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 453
        }
      },
      "source": [
        "df.plot.scatter('Alcohol','Color intensity')\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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MeP3zuq26TmcsWZ/w8bK5E2wZQXF6bzE/7l3mB65vbzF16lRbX9Ssbdu26YEH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\n+giWHSk4J2uYnOS1kUTATp6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AABAqBD8AACBUCH4AAECoEPwAAIBQIfgBAACh\nQvADAABC5f8H6I9PKOCsXfIAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "liqpY9aKT8Jp",
        "colab_type": "text"
      },
      "source": [
        "### Histogram"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FcOYdarHT8Jp",
        "colab_type": "code",
        "outputId": "df705af6-c4b3-47cb-91a8-7da7e6f61222",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 468
        }
      },
      "source": [
        "df['Alcohol'].plot.hist(bins=20,figsize=(5,5),edgecolor='k')\n",
        "plt.xlabel('Alcohol percentage')\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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sc/r6669L3HbHjh0aNWqUJkyYoG+//VbDhg3TsGHDdPjw4SpMDABA2Xh9Cfv6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\nADAJJQwAgEkoYQAATEIJAwBgkv8HjJZrhi2srlMAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 500x500 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3hNzW3d2T8Js",
        "colab_type": "text"
      },
      "source": [
        "## Seaborn - advanced statistical visualizations"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3mVtgMDlT8Ju",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import seaborn as sns"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qU-ok2vZT8Jx",
        "colab_type": "text"
      },
      "source": [
        "### Boxplot separated by class/groups of data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gVZ7Yd8TT8Jy",
        "colab_type": "code",
        "outputId": "60a184c8-ee77-4d91-bf00-bb5d627ba741",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 470
        }
      },
      "source": [
        "sns.boxplot(x='Class',y='Alcohol',data=df)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f240a0416a0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 20
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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uXbua43AAAACtplnKEAAAQFtFGQIAAEajDAEAAKNRhgAAgNEoQwAAwGiUIQAA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\n",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fZiJqi7TT8J0",
        "colab_type": "text"
      },
      "source": [
        "### Violin plots (combination of boxplot and histogram/kernel density)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aDQLJNXST8J1",
        "colab_type": "code",
        "outputId": "8e588713-a56d-481e-9647-6f8459f95306",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 470
        }
      },
      "source": [
        "sns.violinplot(x='Class',y='Alcohol',data=df)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f24135c9ac8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 21
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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VemcdXdd57LHHZI+7OlLYNEJ+fj7btm1DoeFrLevWxA17Av40YwXrzz77zOQw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\nYII=\n",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "82WLOeN8T8J3",
        "colab_type": "text"
      },
      "source": [
        "### `regplot` - computes and plots the linear regression fit along with confidence interval"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XUrh2FWcT8J3",
        "colab_type": "code",
        "outputId": "07208cba-d74f-4c6e-e4ba-085efe6f3d91",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 453
        }
      },
      "source": [
        "sns.regplot(x='Alcohol',y='Color intensity',data=df)\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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TaS8XpsRSY9qIig0DHyIqO5n0cmFKbG5MG1ExYeBDRGUn3aLcmgorvr/9/URKbGJ3yCEr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\n",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "noGfQUeUT8J6",
        "colab_type": "text"
      },
      "source": [
        "### `lmplot` - combination of `regplot` with grid to visualize across various groups/classes"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3J9VQTSeT8J7",
        "colab_type": "code",
        "outputId": "e40c7419-61c6-4580-9d79-13b371386a64",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 507
        }
      },
      "source": [
        "sns.lmplot(x='Alcohol',y='Color intensity',hue='Class',data=df)\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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drs4BO2zOFFJnDMPh4yMOOHgNctJPt0TrWQ45Ghbtdh4b9jRhaqFp0K0cXuLx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DezdiHQH7eKK+U9vh3444/lhV9YAFPlBXv1J4DWi0d92Im3X8J1PT+BG3FE4UUSKuCYmMdO4Avq\nL/HfnRux016C/R0D+Lfn9uGuK5fmBiY5JbZZgcekS2zn5/b3CMwGFOqxQqaPig5KpgNb2Pj98d/j\nkb2PoH1wZEv4P229Bhtarz3rc1jKz4F/zyNg5iBs99B2slBcsN0GlMFOBHY/DMEV2O76kbfHzsC/\n5xF0NV6IkKsehlLcmaOJSFfPPLunAy/s7Ri1esbr60Co/iBqQ+9BUU04wkFv0kQk2Tvivsn6c2EG\nF0E/sxe215W7myEEeLwXyfAyWSkzAeMJela2+LG4sQb7Ogbg1XP/S8jX+Gwsfzh4Bj/c+i5Onu6G\nasfg40nMTZ3DWDNnOf5x5aex+dDjqRkzA3lnzHDGcOvFcyZXynt8O7DlG0ByUE6HVXQZEHQdkF+/\n/O/zBybCQc07D8NBDL0sCDAGy3HgQEMXahFGL25mv8MbWIQmw0I48R4ObX0d5y+wwCZbYusOjuzt\nQSW2ZAapuqBk69at5V5CUYQQ2Na+DQ/vfRhtkbac2zSu4dLmq7Bx9gdnbEt4rfsA1EgbHKMmb3pB\nqC7wwdNwvI350w9GDfS+NjQPdAK+OVOyxu5oEi+kqmcOj1I9o2j9qA3vR0PDezBcudvvppOEwlT4\n9ZGD5MA4ei+4A/Vb74USbYfjqoVIHUTl8V44ug+9F9wx4QtRMUGPGV6G2oWr4XPpuOPyRUU1PhuV\nYwPJKF4/cAL/4//sQiKZRItLg+biMG0FhzqjmR2FNXNW4aK6c8ecMTOpUl7hyB2S5KA8W5FeumrI\n30dPy9tnrR75Hne+C0/0ODrghQCDcAS4sOBmFnSY0GBhJTuEX2n/CH9iUD4mAmBXkX842SW2wxuM\nufP8XSFkBqm6oKQavNn5Jn76zk+xv2d/ztc547hizhW4YdHNcMyZ3VJZSfSCORYcnj8lIBgDxPBO\nLUM4N9Bs9aM32Y9xFz8W6NsxMj0z8uG6ynHZ4jCuXN6AX3f8M9r6D0I36jF05ZNB6YAZwTz/Iizw\nL8m7jHjrOnSu/1amZJcn+iC4imR42YiS3XEbI+iB4YO+/m4oqYOkxTQ+y30PhUxRJAcBMwpYSThC\n4D9feQeJZBJhnzHUqp4rCKt8WBlvcTNmJlzK2/mu3LFwBbL/WFLvDeTXe96T92tYLr+eLrE9vBWa\n2Y8QY1BEN3RY4HzkXwQdg4XXkFNim7XrQSW2hIyKgpISerf7XfzsnZ/hrTNvjbjtslmX4bZlt6HF\n14KE5eC0WVyb+enKNmohuArmJCHypF5YqnsXw8hNcA1Ao5WEOoEzF/n6diRrF2H7/M/iv840F0zP\nnNvix1Ur5OwZX2r2jOHbhP+5+9voTnTmDLEbMCNwqx7csGBTwQqqeOs6tM+6ZMzmZhORL+gB18Ca\nVkC59C5gwQdy7l+o8RkAwLZkAJIcBMxBGZhkOXB6AEe7BlHjUpGwHNiOA4VzGBqfcBkvMLFSXsR7\n5RmSfOXHji0/zCiw86eAY44osWUAij0yHYUbJ1gjGucuQ6Bl8dCuh7+ZSmwJGSf6F1MC7/W9h4f3\nPoxt7dtG3HZR40XYtHwT5gfml2FllcsMLYblnwut5xBstzEivcCsOITmBbPigObL3G6Aod4B9Hjf\nuM9cDO/b0Ykgfj1wDh4/sgr7DjoATox4TL1Pzp7ZuCL/7JlV4dX47Ln3ZPqURK1+KEzFPP8i3LBg\nU96puiMwPrGy3yKkgx7XmT0IiAg8tQ1gzecBPH/Qk9P4TAjZhMsclL0y7MLlt30xEzHTRn/ChGmL\noa6wquwK61KVKS/jzTACgGCyrTqEPEtiJeRnJyvoPPhc0U9pCgVJqFDgoIuH8JjnIzjFm3Eo6sLC\nBh++fc0qKrUlZJIoKJmEkwMn8ei7j+LF4y+OaAm/MrwSm5ZtwrK6ErUKn3Y4IituQ2jbd6HEzsAx\naiBS1TU80Q9H92IgVX2Tvt3NDdRbCSjxvvGfuUj17TATMfxOuQyP96zCS/EFsDCy3DSdntm4ogl/\nMrsWSqGzFJCBybl1F4zo6FoJPWYYY6hxGwie874xXwcAeeE2B1PBSGzEbkghp/piiCZtALLJGOPy\n4QnTQUdfHCGvXnwZb7EcWx4qHd5YrPe9yZXYumqBnsOA40C4Aui1dQwMxuBFFEm48Qv3R/AWlqB/\n0ILHmGHzcwiZQhSUTEBXrAu/2PcLPNf2HOxhLeEX1y7Gx5Z/DOfVn0ddWMeQaLwQ3Wv+LtOHhDsD\nEFyBGVyY6UNihpbAv+cRhHrbELL7J3TmQgiBtn278ONjK/BfiU3oFfk35i9Qj2DD6hVYt/r8THqm\nWJxxLAqcM67HTDWfoSLo1aEpBYIjKymDECsug5CJdAiF7Ovx+/2d4AxwhEx/MDAwBjBFwLQFuqJJ\nnNdaO7GJvCNKbFNByARLbAWAhHcWXLNWZc10GVZimyonZj3vIYh+eF0Kjthz8Ji4Am8mF0Bl9vSd\nn0NImVBQMg59iT788sAv8czhZ0a0hJ9TMwcfXfZRvK/5fRSMjEOi8UJ0Np4/asfWZNNqWLM3INl7\nBJ3jPHPRM5jE83tP49k97TjcGQVw6Yj7NCkRXO/Zjes9b2GR+S46Z38PsXEGJJVGVznCPgMubdgu\nkOPIi3v2h+OU5HseOD2AY90x1Hl1dEeTMB1A5SLnTJAjgEuXhAvvKKSn2Ob093hvwiW2lupF3HKg\nwIYAgwUNJ1kjHhVX45CzHHeds3T0gKL1Ylmdk2q8prtqsTi8FDd3DuLqSpuDQ8g0Ud3/+54lUTOK\nJw8+iacOPYWYlVvr0eRpwkeWfQSXtV4GhY1MBZBicJihpRh+0oAzjpArDENxFX3mwrQdvHa4G8/u\nace2I92w85TPGMzEle79+Evv23i/0QaFCTArNqlmZQUn8RYxpbcUGGOodWuo9WgyMHbsoR0QMyZ3\nFISYUIfTsfTFTFiOQMirQ1M5uqMJJK2hcyWGyqFyjuaAe2iKbXdW0JHe/Yj1TOSVy7ktOeW18+AE\n5+ErzxzF4dMRnO8+jRoMYID5cEyZAwcMg8UM9WN8qDoHo08iJoSUBgUlBSTsBJ45/Ax+uf+X6Ddz\n89MhVwg3L70ZV869Ehqnjoqlpis6QkYYShHVC0IIHEw1N3u+QPXM+a523MC34urak6hRktlPMKlm\nZYUm8QIoakrvZLl1BXVuBbpIANE+wIrJ1MxwE+xwOqpUgNPcdwqL2Rl02HPh0TW4NQWWmUTY7sBs\ndKDZaUej1Y5VL/cBzx4rwRTbrDLbUUpsD3T0y2ogt4Fj2ryc2xgw4WqgcZmCAJCQ6YyCkjxMx8Tz\nbc/nbQlfo9XgxiU34s/n/3nuUDFSMl7Nh4AeHDMNNjI9M1K6eubK5Y1YMrgT9VvfBosNlKxZWaFJ\nvA3Pf17eybELTumdMDsJXSQRMmx4HBOI5A/GMiba4bTQ8/3xx0D3YbTaCfw320I06kK/EoRPDKDe\n6YSCYemhkc1tR0pPsR3e32OcJbbp3ZvRztRM+VC/UgeAhMwAFJRksYWNl46/hJ/v/fmIlvBu1Y0P\nLvwgrl90PbxncejbTMIYQ0APwquNfhCymPSMrnJcuiiMq1Y04oI5wUzVSTxURLOy8aRaCk7iNaB1\n75NrDi7NlODmm9JbdCBkJ2UQZcagOnH4DQafoYI5Y5xpEA5w+h3g5e8D8QhQ0zK+DqdAaortmdR5\nj/eAY68BR19LHTKVZ0d8AHwYRKNd5BBBb0P+rqaeupKU1gbcWumG+o1XqQNAQmYICkogt/9fO/Ua\nHt77MI72H825TeMarpl/DW5cciMCxsxsCT86Z9QDquN9nMI1hIzwqAMJD54ewG/2tOOFvadH/cl2\nRYsfG1c0Yv3ShlGrZwo1KyuUhsm3o1FoEi+zE7LfCgBmxwGHyf4YXIVQXTlTevOel0kFIMxKyM92\nEiy16+DVNQRqNCjFXLjTP613HUid1+CAcwzw1gFaqu9KdofTjj2pXx8ZOck2OTD29xv+MsDRpTRA\nr1+I2pbFWbsfc6d8im3JhvqN12Ra3BMyw83ooEQIkWkJf6D3QM5tnHFcOedK3HLOLQi7w6M8w8xl\ndOzIlPIyx4LgKiz/3Ewp73gep/jnQT3/TpizZ+Xct2cwiRdS6ZlDo6Rnwj4dVy1vxFUrmjAnVGCo\n4Rg7IIXSMKOlWgpO4nUssFS1iNJ/HEzYYBBylopiwHaHwRwLSrxb3jcTfMTlr4enPQDoqoJatwZD\nLfJAdfZP61yTr5dxefi17yTgDcvf24lUf5IY8Phf5zYXKxoDVB1QDAimwHJsvHfu5+DM/wAWNwXL\nUqFSkqF+EzGRFveEEAAzOCgZrSU8A8NlrZfhI+d8BC2+ljKtrrIZHTsQ2vZdMHMQjlEDJ9X0TOs5\nhNC276J7zd/lDUzyPS5gm6g7cwDixa+ic/230N98Cbal0jOvFUjPrFsUxsZh6ZnRjLkDUjANM3qq\npeAkXq6mGo854DYgFFWGKEKAmzEw65gcRmgloA0b2DgcZwwBjwafPo40Q/qn9cQAYPhlS3XhyI90\nae1Ae57HjfG87hDgCQF9x+TzqgagGPL1pt43JgS0wTNY3NoINE+wmqlEJjXUb6IKtbgH5NdFRN6P\nEJJjxgUlR/qO4OG9D2N7+/YRt61pWoPblt1GLeELcuDf8wiYOQjbHR66gCsu2G4DSuwM/HseQWfj\n+chN5eQ+jjOGOsHhVTTYXjf293H872ffwFMJhr5Y/p/UlzfL9MzlSxvgcxX3V7eYHRBH94+ahgFj\no6Za8k7iFQKAgOAakNrtENml4oxBcAXMSYLZNqzawn/XvLqGgGeMVI1wgP6O3KZiHXuAM/sBiAlc\n/LJLbOcPnfuonSen2J5+B3jm7wDdI4OS4eykPNTpmqKJt+OsaJnwUL+JctXK128ny/P+EFLFZkxQ\n0h5tx//a/7/w0vGXRty2KrwKm5ZvwjmhyurIWYm07gNQI23yp/x8F3CjBmqkDVr3AZihpXkfpzGG\nesHRb3vwy8EVeCK6EnvNxtQ9cwOSsE/HlcsbsXGs9Ew+Re6A9J33qdHTMACEYoAn+mSqJfW8cEww\n20LfuR9H+OV/gjJwAo7ul91A7SSUWA8ABgEGJiwIoQCpVmLMsSGYCsEUaD0HYdYtHfE9NYUj6NFz\nUzW2KTuYZrdU7zkC9LTJlMxEcFVe0FUXsPImYNGVQO1s+fvR1J8jg5SuA7lnJgC50xLvA+oWy/uV\n2gQrWiY01G+iyvn+THfZ/+dkfs2yfl/g10V9Tt2f8dzHp3+fuS+dBZoqMyYo+eKLXwRz5V5ElwSX\nZFrCk+Io8R5wKw6bqfISqxjI/l9XcB3cGYCS6M1phqYkesEcC5y5sWdwCZ6MrsLW2MJRZ8+sXViH\nq89tKio9M5pCB1Gzd0B4vCc3DZPa7ZAvSIBZg7K+xDah9r0HljVawAotRvfFX0ydkzkKlpTnZGxf\nIzDgwNYDUBI9mYOqAgyO6oJtBMHtmJzcm70sMATUBGqix4ET7+V2Ne07DogJtIFnXKZY1FQ6wYyn\nhus5MgVTt3h8ZaqMy/tv+YY8tJldXRLvA3SvvL3U/3FXS0VLud6fqcKGX9x5cRf4nAs5xnHf0e5D\nnXNnghkTlDjCgZK6AM6pmYNNyzdhTdMaagk/DkbHDtS8/RBYMgo1GYVgDFB02K46iFQlB3OSEFyB\nbeRuTR+KBfGrgQ/h2a4L0ePkL6k+X30PGy5cjktXn190eqbQAdYRB1Ezw+VSKRamgttJgHFYNbOh\ndR+A7QmDDfvRlsd7YQYXwqqdnxOQpCWbLsSZxgugde8HT/TB0f1QI++hdscDYLBh+2bJw6TCGdqV\nsOIQDoM6cBLavsehRtrg6j8qA5toZ3GvfThfY1Z57Txgz1NA5ETq7Ic2tPvhCKD/lOz7cfnfAw3L\nxn+BbL1YPjazaxGRuxbjDXCKVW0VLVPx/rA8F/DMr7MDBZ7nYl4gmCgUEND/j+QsmzFBCSBbwt+2\n7DZc2noptYQfp8wh1WQUQtHAbBMAA7MSUAbbYXuaIFQ3eKIfZnAhzNBi9MVsvHpgAL/fP4CjXRqA\ny0Y8b4PSjw96duNG9jvMbqxD+9pNhS8q6SAkdgZqXxu8h/8vtN5DQwdYA/MRWfkJJJpXA46cd8KS\nA+SDbI0AACAASURBVHKnYDg7DsE4hGIgsvwWhLbdB2WwE47hz/xkyxMROJoXkRW3Ff4PmjGYdUuh\nt+9A4M0fQo0cBTejYMk+OEovHM0LxpjcMRlMlftCIPT6v43vDyI9xTanq2m6xDYr2Du+XV64k1Eg\n2Q9AkRdwl1/+xO4OAOu+ADSuGN/3zzZsNsyUdiytxIqWEbtvPPciv2A9MH890LlXvj+eENCwElBS\nqbxRAwk+Mlig4IDMEDMmKPnrc/8a1624Duo4OkKStKxDqp56MCsGJdoOJhx5aNO2ocQ6IVQPEmoN\nfhf8BH73bCfePDoIO8+8Nx0mNrjexYe8u7FWfRdaogeO7kXXqi+DmVEwx85UijDhAHAAx4br1Hb4\nd/8Eal8buBkDN6MQjMN2h+C4QrLDade7qHvlX9C95m4kGy+A5Z8DrecQHE89MHwHJBFJBVBLAMbQ\nveburDSMnEicnlicbBq9zBkAmBWH+8izCLz5ELg1mHNhVuw4FHucZz40tzxYGpyXG4AEWoem2I4m\nO83hrZdBiZWQreejcSC8BFj7+dLsZgybDTNlxlvRkr6oMw5wZejXo+0kpG/PuV/2uYSsx/BxBl0B\nquIjpFgz5gp95dwrKSCZoOGHW4Xmge1tghLvynT0PJRoxDP2dXghciH62zmAwRHPs7zBhWsbu/Ch\nvp8gNLAfzLYghAqzdh4iK26DVTsf6uDpvGvQ23cgtO0+MDMqdzISchYREw6UWA8srgOaF47HAB/s\nhH/PIzjTeAEiK25DaNt94EXsgIxIwxiBTMACABACevsO6D0HwZP94FYcauQotEgblGhHpi/JuLhD\nqQqXebkt1X2N8vtmV5pYMXmBLSRfmsMdBOw4YFuyo6vhlzscZ9t4UwnZvw7Ok7tdjp13zg2sOKC4\nZCoqtGD8gQMhpCLQVXracVKTYOW5CZbuSyGbZAx9Rp7bhSMvrJmvyQ+t9wiYlYCjegDHBCAgFBVd\nxjz8LroCv42dj0N2a97VhD0cGxd58WeLPZhbqwEIIym+ga7RLvz5CJHaqYnKHQ87kUrXyG3wdBMy\nW/MAYHAMvwwWuvcj2XTh+HdAhAMe64YaOQbj9C5okaPy0GzkGJgYf2MxAQBMgWAMiabVUBf9KbT6\nRfJC6yrQJXgilSb50hwM8jyJCrnL0tNWfJojs5Og5O44ZH9wRd6eCTRS33T4bsVkzF0H1C+Vpc66\nN/fvixDyAGnjCqDlQgpICKliFJRUFCc3bZEaM88yX5dBAssJGhww2ICTSnNMAaG5IbgKZidhcTe2\nx5fgt4Pn47X4Eth5qmc0LnDZPA/+bLEXq1uMkdUzqfMXxdK690ONHJU7HWCAk+qOmvpJWqaQkvKn\nZdUNKDpYsj9T2TLqDohjQu09Ai3SBq2vDXrHGzC63gWzBkccWyjqfQIg0k3ThEh1cOUQig7bFYLq\nxOC68DawuZeM/WQTrTTJSXPwVGCSVf2g8VS7eAH4Gka+gkzwochy4Uq5wHMOrPsi8PQX5CFdd1Ce\nkbESsn2+USNvr5T1EkImhIKS8Yr1ykqKdFAwEZYDNZpI/caZ0oCiFMzAPOzXVuGFrrl4wbwYvU7+\nWSHLtTbcpPwB13n2wlp2x5jnMIrFE31yZ0RJ7SpwRZboCpHZ+s8EbgBgJyG4Cic1q4glB6BFjkLt\na5MBSKQNal8b1IFTeatpxiIYh+A6hKIDVgKOpw79iz8I/+6fg1tRMCEg0muEALeT4IMdYEaNbD42\n5jfIV2nC5G6HzwUMnAZ2/gxYuEFW1XB1KIhI9MnADBgqAc5mxmQapHaOPPRaTRZ8APiL+4GXvwec\nOSADMK7JHZJ1X5S3E0KqGgUl42XHATMx9v0KYLYDOMkSLWjqROICr7wn8OIRgbae2/PeJ8x6cKX2\nB1zjewerjSg4AD7YBTN1pmOstMyo5zeyOEZAdki1k/LcgGJAKDq4lYBQOAAh4xMrDlgx8OQAhOFH\n7RsPyvMesa4JvX7B1NQOURyCqbC9TbIvC1MAaxBKvBvcscAHTsG/+1Eo5gAAG4LrmdfBwOQvhZkq\nC7aHSoPTOE/tSqQ+Tu+Vbdw9dXI3YPh74g3LJmr9J4CW83Nvaz4fCC+WaQ7VNTLNEeuRF/GmKu3N\ns+ADwLxLgfY3gcEu+R41nUc7JIRMExSUkByWI7DrJPDiYQdvnADsPJtBGkxcqu7ARvUVXGDsh8cI\nIKx4Mv09ss90jJam0dt3DJ3zSJXzWv45ec95mKElQ1U0bh1wLDiqWw6vs4cCRC1+ZuhBsU6osbH7\nfQimwPbUywZqigHBNQimyF0QzQOYg9AGTqbumwoezCjUaAeYsFMt4wUEZwDkrgtzrMz5C1lJlDqH\nYg7K9uz15wCXfA5YeLk84zE86Gh/SwYvmjt/UKcacpdgME+wNRPSHJyPDMYIIdMCBSUEANDWI/Di\nYbkzEhllI2hxHXDpfIYr8Ac0H3oUth6AX2lCUAy7wA070zHc8EoaoQQAOz3Q7z50r7kbZng51Mgx\naH1tqYnCJhSzX3ZHncDrc1Q3LP9cmIG5MP1zYAXmwvTPhVUzC0b7TtS9/HXAMcHNQZl+YQxC0eHo\nvlSr+KFhdkq8OxWQqED6bIuiAVCQTsMxIVK7YamoLn3WRHXJmTTP3itTEflSDp46mZawEqNUmiTk\n7Z66/C+W0hyEkCpFQckMlpueyX+fWjdw2XyGy+YzzArIcEDrnQ+nzY0gGPzDAxJgxJmOHMMraRwb\nzIzLAXUQ4NF21G+5B3yC6a30Lofg8mCo5W9F12X/L2xvw6ipJHXgJLgpS5gFV1IHaAW4FQezTQjG\nZdUN44CVAEu9vnTlj8M1IJWyYVyVcUhNExA9k0o5aQCEPDukewC1Tu5ivPw9YO5aoOPt3FRE03mT\nT8FQmoMQUoUoKJlh0umZlw472HkSeZubaRxYPZvhA/MZVjYBfFj1jB1YgKB3FgI9R+B4XCjYlAwA\nhAMl2gGtrw1G+x9hdO4GhA2lp08eUB1ujPPDAgyOKwTbFYQycCJz6FSoBqB6htZjx8ETfeCJXjmL\nJu+TCbiPvpgKPLLPejAIzsEcUx5XZRp4MgqhGfL3wsmUB3NhyYOs6cAjfQjXsQBFBi9wLHkANdWO\nH+4g0P428KONQH+7LLXmmgxG1n2xNCkYSnMQQqoMBSUzRFuPwEuHBV4ukJ5ZVAdctoDh/XMZfPoo\nuwpMQZ0RhLViE8TwpmRWAjzeC6GosN1hhF75F1npEjkKbo//cLDgOkz/7EyqxQzMlSkYfyugGPDt\neRiBN38EZiVlnzGwTPktNO+YaSQgVW7cfwy2Owwl3iUbunEl1WMDkP02gL6VH4PRsx/amXcAYQ81\nSuMaGFcACBnhiVRQkmoqJ8uDTXk4tiYrMLJNGWA4JuBrGgo6OvbIYOQv7p94CsZxaIeEEFKVKCiZ\nxiJxgT+0ybMi7xVIz1w6j+EDC4bSM6NxcR1BPQjVHARUFwZnXwrP0S1Qo6fk4U7hyOu4CWhHflP0\nOjNj8hQXHNUFQKBnzT2Iz3r/qE239PYd8O1/Up7tYAoE54AQ4FYCbLADlqdRlg6PkkYSXMtMBGZ2\nAo5RC9vTAB7vlakkMTTRF4qG+NzL0bPua9A7dqH5v26Vc20UA8jsIjEZNNiOXHOqhwwE5LmQmkZA\nT5VSCwEMtMvP3oahcyOaW6Zr+o4Bv/0H4NrvAbf9cmR6p1CAcfjFoUBm+O7L2TpLQkERIWSCKCiZ\nZopNz1zYKgORlU0Y2dwMkC3V4z1w9x+Hu/8k/AMd8A6cghY5OuESW4frmcOi8qLPZeO3FGbHwW0T\nZnAh4q1rRy8nTp9LsUw4qhvcikMI2TlUKBzMtqDEuiBUVyaNJJgCobrhaB4ZjHAVruMvo3bXg1CS\nA1CSA5nhfLanQVbfpA6yMnMQtisExhX43C5wzQVmx2VVjVAAcMjGd7Z8jCsAXPUvwGsPygAjMDv3\ntZiDqUZvrtwheskBoL9D9hKJvw38/JahnZFFG8Z+gw+/KHdZEgNDKZ94H3DyDeDJzwAf/J/AwvXj\n/4Mbj0oIigghVYuCkmmimPTMwjrgA8PTM44NV38H3P0nMh+e/hNw9Z+EasXGvQ7BFFg1rTADc2D5\n56WqXeaCWXGE/vAvMiBwbGjR/I3LGGwo8W7oHTtHbb6W6fDq8suDstEOMMfKtJ0XjIHbcViGH70X\nfBamf/aIKcGu4y+jfuu9YMl+OIoObiUBzsGtmOxcW9MKobigRNuRDC8DbzkPLTUuGL0RuRNSOwcY\n6JTBBWzI5mZuwFcvJ/P66mVgku9cyMBpeX9/09CCkgOy94hw5K6CgEyJZadzxkrZvPw9GZDUNANm\nFOg+ItcnHDnz5pefAG58SJYiT4V8QdHwlBQFJoSQAigoqWLFpmcum89w+ZwEFrJTMvA4cDITgLgG\nToFPoKtpbontXHnuIzAXlq8ltcOQyzi5fagrq8JSTclGfl/LVQfm2JmBevl2S3i8B8yKQTDZbMzy\nNsoyXTsJBpl2EVxF5LxPIjZ/Y57FWwi99i3weDdsdz2g+8EGjoM5MhXEhA012g5H9UAYNcDaL6Al\nmNrRSJfrcg2oWyh3PRxbBiqaR+5ypMt1W87Pfy4kvFjOn+FZ0377O1IBiQa568JGVurMu3T0NEj7\nm/J7uIMyIMkEOAoAVe7qxPuAp+4Arn+w9MHB8KAo/eeWTkkV8xoIITMeBSVVxnIE3kw1N8uXngkh\ngqXKCfxp6BQu9p7AHOckPKdOwDh8Jv8TjsF2hYYOmGYCkDnyYl6oW+swOV1ZAcCx5e/TUi37heaF\nYGzU5mt6+w4E3v4xlGQUSjIqUy6qC3bqDAmELc+3OBZirZeOWIfr+MsIvvYtGKffAgAwc1CmbFx1\n4Mn+TDM2ZicgwudAufJr0BauHzonEe2U5b69R+XFNl1Nk34Nw8t185XmNq4EHrlxqOTXiskdjfSB\nWceWuy5qqnmaOygDjvY3c6tpss9udB2S760akjsk6QAn80ekAEzIoGEqgoPsoGj434tCr4EQQrJQ\nUFIljvbKHZGX3xPojzuYxbpwKTuBhcoJLGQnsYifxFJ+AgEMyAf0pz6KIMCQ8DZgsGYWYjWzkPC3\nwggtgwgslDsFJZDTlVX15AzUk0MGbXmoNHXQNbtqRnAdQnVB73gDode/D2YOwFGNVMpFkSmXgRMy\n5aL5wFMpl2T9uTlrSKdseKw79bzyrz+3ZJ8UyzcL4CqYk4Sa7If2p1+VZzCGn5NwbJmisZOAr3Hs\nct18pbnZJb9K6qyN4KlpwFwOy0tf3PN1cB2+pvSkXGAowMmJDYR8r921UxMcDHbJdahG/tsLdaEl\nhJAUCkoqWH80iQMHT6Hz2HH4oyexkZ/EHewEFhin4Gbjby7mcA2xmhbEamalPrfKX/ua5MFOAApT\nENZDcPKkYCaFMURW3IbQtvugJCJyY8QRABOZtIntCiFdTiu4BjMwH6Z/XmoHxEHg7YfAzChsbzOY\nGR015eIYNei94I7c+TLCQe3OB8CSA7A99WCRwdS60odjTaiDnRChBVASSfnYWBdwaAvwzF0jz0k4\nlvw82J2aXTPOjqnZXVc79kCWD6d2SHwNMrhJG97BdbSzG/EeYPCMjD+y//xE1u6L4Qeip0sfHEy2\nCy0hhICCkoqgJKOZMx5G5ASsMyfh6j+OBus0rmKpglmt8HNkM3VfKvDI/Uh4wrkX6uHrSAUkWqkD\nkpRk04XoXnM3/LsfhtH5ljycCgWO6oLtDkPoPgAMSrwbyfAyJFouzqxX79wNrecgHFctwBiE7oPl\na4UyeDon5WLWLUXP++5FvHVdzvfOfrxQXBCKAW7FZAqJMTnDxo6Ddx2QF1BFBZ7/Z8AalBf12rm5\n5yRq5wKRk0BwLvCBewFfePylr+nUzsldwNOfB3pTlTrZzzE8JVTo7EZgjkzdwElVvsjqITj20O6L\nnZya4KAUXWgJITMeBSVnixBQBruh9R2Dp+cY/F1tMhCJnICe6M3/mDGObCTcdSMCj8GaWbAM/7jO\newCyKVpYD0GdooAkLdl0Ic40XgDPoWcQeOshwE7CcYchNDeYLZuvObpvxE6HEu8Gc0w4WVU0QvfB\n0r1yOrCdhJKMoPeiu0YEJCMezxhsTwNY/3Gw1MWbCUfufjipsl5/q9y56O+TOzXJgdzdC8YAT0h2\nY/WFRz/rMVafDs6B1guAq/4fufsx0F64g+vJN0Y/u2HUAP4WOT3YSR8iZkO7L7pPpoumIjiYCYMA\nCSFTjoKSUnMsqP3t0HuPQ+s7Bq3veOaDm+MvsTWh4IzWBLt2FhDKDkBaUo3GJk9jKsJGCArL36is\nFATX4ahuCNUNobrQt/rzSDRdiNqdD0DrOQhu9kNwFcnwMvRecMeIwMJ2hSC4Jg+gqtnpAQahusEg\nK4Jsdzjv9x/+eKH7IAKt4NFUWa9jyjtqbrkDYdQAif7Uhd+RZby6LzcQKOasR7F9OoodojfW2Q1P\nSJ534RywLXmGxPDLHZL+U1MbHNAgQELIJFFQMkHMjKeCjWPQ+k7Iz73HofWnupuOU79w47BoxkHR\ngiNiFlA3C7PmtWLO3AZwdRy5m3GayoDEUVwQmgeO5ksNpcsVb12H9lmXQO/cDSXeDdsVkodT86SY\nkvXnwgwugn5mL2zvyPQAj/fmPdya7/Gixg1V4WCqX16kY91A33HZy6Ru8dBzc0WuhUEGLlYst9qm\n2LMexfbpKGaIXjFnN3QvcOldwN5fy+AgevrsBQc0CJAQMgkUlBTJOLET3gPPQzv9LrTeNqjRiZXY\ndqIWB+wWHBSzcEi04KBowUFnFjoQxMI62WX1/XMYfMb40i8ToTEtFZCU5oIhwCE0t+zvoXny9isZ\ngXEkG1YVdb/eC+5A/dZ7oUTbU2dDjIIpn+GPH1h9J8Jb7wGPDkuRxCPycYEWGZBk9x5RXfL3LDVU\nL/Nix3HWYzx9OsYaolfs2Y0Lb5cf5QgOaBAgIWSCKCgpkt65D/43HinqvoJxWL5GmLWzYQZmwQzM\nhhlohRloxaf/D8c7HUPNRWpdwKXzGS5bwNA6xuyZUtK5hjp98gGJo7hSKRmZlhnvWZbxiLeuQ+f6\nbw2lfBJ9BVM+aZwxBD06/KuuBKsxRm9mZpuy34cVR6aENj3lVzgyUBHO+M96lLJPx3jPblBwQAip\nIhSUFMkMLRjxNUfRc4OO2lb5a39L3nQFAFy91MSBzsTYs2emkMF11OlB8AkEJIIpEJo3tRviLljN\nMxXGk/IBAJ+hIuTVoSqp20drZvb/XQG0vy3vo6jIzLOxknIHQvfKMxoDHcWd9Rje6bWUfTro7AYh\nZJqioKRIyfAi9J/7IZjeMMyaZpiBWbB8DeO+KF+5WMUlczlMe/x9RkrBxQ3U6UGwInc0BBiEYkBo\nbgjVI3dDyq2IlI+mcIR9Btx6nrMyw9MLTlZb3Mz7InJ/H1ogA4F4d+GzHrEeINabu9uiuuSBU67J\nnY2Tb0w+pUJnNwgh0xAFJUVyPHXouvJrsmTTHGXiXRHcGoPCGbqiJVxckTyKG0EtMGZAIriemaYr\nUzIVeKETTt7dEsYYgh4NAbdWdOAl28efkWdB4n3DAgq3nPo72AVwNvq03qbzAG84/26LOSg/gvOA\nF/5lWGXOIhkg6V7Zo+TcG1OPLQKd3SCETDMUlMwQNaoXAc2f9zYBOT9GaB44qmfU1FOlcB1/OXOu\nhDmm7P4aXIT4ms+hZtkV0JRxBlHp1IuvUe44WDF5qJWrMiiBkGmbYlMv+XZbHAfoOybLjNPnQCKn\nZMXO4a0AmAz+fnMvsO4uYO3nxvcaCCFkGqjAH4GHfPOb38RFF12EmpoaNDQ04Prrr8e+ffvKvayq\nE1BrRgQkjuKC7QrB8s2CVTsftq8ZjhGoioCkfuu9srRX88pBfLoXru53Efrdl6G1/X78T5pdZsuY\nPANi+OVnxoprkZ6926K6ZRDiWPKz4pLvq23JXRfNLe872IlM4AImv1esF3jhn4BX/rv8suPIdM/B\n5+VnxxltBYQQUvUqeqfkxRdfxB133IGLLroIlmXhq1/9Kq666iq888478Hq95V5exWNgCOoBeBTZ\nz0L2DfHC0X3FletWmpz5NY1gdhyqFQVXNTBfk0ytTWQCbilapBfabREC6HlPPq+wZSpnoD31QAYZ\nmIhUXxQVsBPAy/8mv+cf/sf4G7ERQkiVYkIIMfbdKkNnZycaGhrw4osv4rLLLivqMZFIBIFAAG8d\nfQs1/hJMvJ3kmRIASNoOuqKTe46xcKaizt0EVffL1IxiyIteFdNPv4XG//tJAAxKog/MToBlHyZ1\nBeQdb3l4/GctRmt8li6z/YvvFQ4ETr4B/OKj8mzI8KZmiYgsOQaGnlfYI59D0eWfUbrdvadOvrYR\n6/GN3YiNEEKqUEWnb4br65Oj2UOhUJlXUkZCQOs9Av30W9B6j8ifwgEAHEJ1wzFqofhmI1R/IXhg\nHhx3KNXIrLoDEkDOr+HmINRYJ7gdB+Nc7kRwLncmoqdli/WJlN2my2wbV8jnGOiQnxtXjB2QAEO7\nLbGerD+TFCanHEPYst37aAdwM19P3T8ZlemgdOl1ugV+YkDuCFEqhxAyzVTNHr7jOPjCF76AtWvX\n4txz87cSB4BEIoFEYmgXIhKJnI3lnRV65x54D/4X1IFTmQOeln82IstvQ6JlDQAGj+ZFrR4qvvKk\nSjDG4AnUg1sxMMeWZzQyr5HJyhjblKkRd3Bi32QyZbYFm5r1IjNdkakARgsmUvcRqc6x+QYrlrIR\nGyGEVJiq2Sm54447sHv3bvziF78oeL9vfvObCAQCmY/Zs2efpRVOLb1zDwJv/Qha5BiE6oHtaYTQ\nfdD6jiL0x+/D6NgJvx5A0KibdgGJW1cwq9aNgEvLGpw8/DVmnwOZxOtPl9ku2iA/j+dsymi7LcG5\nMuXC1VTAMdr6BOCI1IRfBnjyDxeEasgzJqVoxEYIIRWkKnZK/vZv/xZPP/00XnrpJbS2tha871e+\n8hXcddddmd9HIpHqDky4DkfR4T38GzArIatNUkGHUFyw3QbU2Bks3PML9C34YJkXW1oq5wj5dPiM\n1F/TeLesiEkOpA5+Ksj0AnFsmSbRPfJ+5ZJvtyXaCTz1tzLISE8lZlymaLLZtkzxMC7Ppjhm/p4l\nxVQDEUJIFarooEQIgTvvvBNPPPEEtm7divnz54/5GMMwYBijjHWvCgxCdcFJzZMBU6B174M6cByO\na+R2vsoYGjQ/jJ7DiHXuLm64XYVjjMHvUhH06ODZLfg9dfJibfiyuqamdhVUt+yaKsTkLtaOM/ku\nqcObmp18QwYRiiY7w6Yrc+IRYLAbQ+kcR76GtXcBh383uWogQgipQhUdlNxxxx34+c9/jqeeego1\nNTVob5dllIFAAG53nrHt1Yop8pBquoPqsO19JdEL5lhwuJ7zdQMM9YJBUVxgiQiUcu4QlIhLU1Dn\n02GoeQ7mZpfuZi7u6Wm+bnmWYzIX68MvDs2TKWUJbva6a5rlbg8gz4z4moHe92Q32A/cA6y8Se6O\ntJxX/NA9QgiZJir6f7UHH3wQfX19WL9+PZqbmzMfjz32WLmXNjmMQXADjhGA7WmE5ZsF2xWSOyN5\nzhvYRi0EV8GcoXk5PjA0CgYFDMxOQHAVtqt6q5IUzlBfY6Cl1p0/IAGGDpMaPnmxBpM7J2Dy95O5\nWKdLgjv2yOf0yaZs6Ngjv374xYm/uOHrNmMydWPGgGgH4GsArv0+8Ce3DqVrJlsNRAghVaiq+pRM\nRMX0KVFSLctVFxJMx+n+8Qzkc1D/u7+D1nMItjuMEDhq0vGkEFCi7UiGl6H92kcqc07NGPxuDaHh\nqZpCSr2j4TjAwx8a2skYni5J78B89PHJ7U5MZN2lSCcRQkiVqOj0TVVjqXMOukt+zu6gao23vwRH\nZMVtqNv2XTQPdMJw1UIoBpidAI/3wtF96L3gjqoLSAxNQXi0VE0hpZ6Q2/6mDBTcwaktwZ3Iumno\nHiFkBqGgpFQYA1Q9sxsCtbSHbe3m90Fd9w0ou/4drOcgeKIPgqtIhpeh94I7EG9dV9LvN5UUzhD0\n6vC7JjFnp5QX63SL+NH+zFQDiPeWpgSXggxCCBkVBSWToaipAMQNaK4p26kwFBdCrjDsOc1on30Z\n9M7dUOLdsF0hJOvPraodkhqXhpBXh1JsquZsyB7IN7xFPEAluIQQcpZQUDJeqltWT2ieszLUzqfV\nIGBkdShlvCrLfnWVI+wz4NIqsN19KQbyEUIImbTq+RG7UrgCspRzigMSxhhqjVBuQFKFOGOo8xlo\nDXoqMyABClfHTLaqhxBCSNHof9kKxBlHnaseXs1X7qVMis+lYnbIg4B7EmdHzhYqwSWEkLKj9E2F\n0RQNIaMe6llIDU2Vik7VFFLqqh5CCCHjUr1XvmnIpboQNMLgVXRwNRtnDEGPDr9brd6hgFQdQwgh\nZUNBSYUYcaC1yvgMFSGvDlWpzoCKEEJI+VFQUgECRhA+rQTdZstAU2Sqxq1XWaqGEEJIxaGgpIw4\nYwgaYbjU6hsuyBhD0KMh4NaqL1VDrdsJIaQiUVBSJpxxhF0N0BR97DtXGG8qVaNVY6pmqiYBE0II\nmbQqvKpUP4UrCLsbqy4g0RSOpoALjX5X9QYkUzUJmBBCyKRV4ZWluqlcRZOnERqvgt4dKSxVVdMa\ndMOjV+nmmuPIHZLEgJwErLlle37NLX+fGJC3O+MdlkgIIaRUKCg5izRFQ5O3CWoVBSQeXUVr0I2g\nV6++syPZxjMJmBBCSFlU6Y+91cdQDDR4GqBwBZZtl3s5Y1I5R51Ph9eYJn9FzuYkYEIIIRMyTa44\nlc2lutDgaaiKpmiMMQTcGoKeKqyqKYQmARNCSMWr/KtklXOrbjR6GqsiIHHrCmbVuhGq9lRNPulJ\nwLEeOfk3W3oScHgxTQImhJAyqvwrZRXzal40eBoq/gKvco4GvwvNATd0dZr+laBJwIQQUvHoohJM\ncAAADkNJREFUf+Ap4tN9qPfUV3RAkk7VtAbd8E2XsyOF0CRgQgipaDPgSnT2+Q0/Qq5QuZdRkFtX\nUOc1pu/OyGhoEjAhhFQsCkpKrNaoRa2rttzLGJXKOUI+fWbsjIyGJgETQkhFmsFXptILuoIIGIFy\nLyMvxhj8LhVBjw7OKzelRAghZOaioKRE6tx1qNErc9KvS1NQ59NhqDTJlxBCSOWioGSSGGMIu8Pw\nat5yL2UElXMEvRpqXNXTQZYQQsjMRUHJJDDGUO+uh0fzlHspOShVQwghpBpRUDJBnHE0eBrgUl3l\nXkoOStUQQgipVhSUTIDCFDR4G2Aoo8xRKQOFM4S8OqVqCCGEVC0KSsZJ4QqaPE3QlMq5+PvdGkKU\nqiGEEFLlKCgZB5WraPQ2QuOVEZBQqoYQQsh0QkFJkTRFQ6OnESov/1tGqRpCCCHTUfmvsFVAV3Q0\nehqh8PLvSFCqhhBCyHRFQckYXKoLDZ4GcFbe2Si6yhH2GXBp5Q+MCCGEkKlAQUkBbtWNBk9DWSf9\ncsYQ9OgIeChVQwghZHqjoGQUXs2LsDtc1oDEa6io8+pQFZpgSwghZPqjoCQPn+5D2B0u2/fXFI46\nnw6PTn88hBBCZg666g1Ta9Si1lVblu/NGEOtW0OtRyvrDg0hhBBSDhSUpDDGUOeqg0/3leX7e3QV\ndT4dGqVqCCGEzFAUlEDOsQm7w2UZrKdymarxGvRHQQghZGab8VdChSto9DRCV/Sz+n0ZYwi4NdS6\nNeo5QgghhGCGByW6oqPB03DWu7SqnGFWrRu6SqkaQgghJG3GBiXlbIpGJb6EEELISDMyKPHpPtS5\n6qjChRBCCKkgMy4oCbqCCBiBci+DEEIIIcPMmKCEM44GT0NZKmwIIYQQMrYZc7ih0dtIAQkhhBBS\nwWZMUHK2S34JIYQQMj5VEZQ88MADmDdvHlwuF9asWYPt27eXe0mEEEIIKbGKD0oee+wx3HXXXfja\n176GnTt34rzzzsPGjRtx+vTpci+NEEIIISXEhBCi3IsoZM2aNbjooovwgx/8AADgOA5mz56NO++8\nE/fee++Yj49EIggEAujr64Pf75/q5RJCCCFkgip6pySZTGLHjh3YsGFD5mucc2zYsAGvvvpq3sck\nEglEIpGcD0IIIYRUvooOSs6cOQPbttHY2Jjz9cbGRrS3t+d9zDe/+U0EAoHMx+zZs8/GUgkhhBAy\nSRUdlEzEV77yFfT19WU+jh07Vu4lEUIIIaQIFd08LRwOQ1EUdHR05Hy9o6MDTU1NeR9jGAYMwzgb\nyyOEEEJICVX0Tomu67jwwgvxwgsvZL7mOA5eeOEFvP/97y/jygghhBBSahW9UwIAd911Fz7+8Y9j\n9erVuPjii3H//fcjGo3i9ttvL/fSCCGEEFJCFR+U3Hzzzejs7MQ//uM/or29HX/yJ3+C3/zmNyMO\nvxJCCCGkulV8n5LJoj4lhBBCSHWo6DMlhBBCCJk5KCghhBBCSEWgoIQQQgghFYGCEkIIIYRUBApK\nCCGEEFIRKCghhBBCSEWgoIQQQgghFaHim6dNVroNSyQSKfNKCCGEkPxqamrAGCv3Mspu2gcl/f39\nAIDZs2eXeSWEEEJIftTgU5r2HV0dx8HJkyenRRQaiUQwe/ZsHDt2jP7yThK9l6VD72Vp0ftZOtX0\nXk6Ha1QpTPudEs45Wltby72MkvL7/RX/D6xa0HtZOvRelha9n6VD72X1oIOuhBBCCKkIFJQQQggh\npCIoX//6179e7kWQ4imKgvXr10NVp33mbcrRe1k69F6WFr2fpUPvZXWZ9gddCSGEEFIdKH1DCCGE\nkIpAQQkhhBBCKgIFJYQQQgipCBSUVKCXXnoJ1157LVpaWsAYw5NPPplz++OPP46rrroKdXV1YIxh\n165dZVpp5Sv0XpqmiXvuuQcrV66E1+tFS0sLPvaxj+HkyZNlXHHlGuvv5de//nWcc8458Hq9CAaD\n2LBhA7Zt21am1Va2sd7LbJ/+9KfBGMP9999/FldYXcZ6Pz/xiU+AMZbzcfXVV5dptaQQCkoqUDQa\nxXnnnYcHHnhg1NvXrVuHb3/722d5ZdWn0Hs5ODiInTt34h/+4R+wc+dOPP7449i3bx+uu+66Mqy0\n8o3193LJkiX4wQ9+gLfffhsvv/wy5s2bh6uuugqdnZ1neaWVb6z3Mu2JJ57Aa6+9hpaWlrO0supU\nzPt59dVX49SpU5mPRx999CyukBRNkIoGQDzxxBN5bzty5IgAIN54442zvKrqVOi9TNu+fbsAINra\n2s7SqqpTMe9lX1+fACCef/75s7Sq6jTae3n8+HExa9YssXv3bjF37lzxve99rwyrqz753s+Pf/zj\n4oMf/GCZVkTGg3ZKCMnS19cHxhhqa2vLvZSqlkwm8cMf/hCBQADnnXdeuZdTdRzHwaZNm/ClL30J\nK1asKPdypoWtW7eioaEBS5cuxWc+8xl0dXWVe0kkD+omQ0hKPB7HPffcg1tvvZXmZEzQ008/jVtu\nuQWDg4Nobm7Gc889h3A4XO5lVZ1vf/vbUFUVn/vc58q9lGnh6quvxoc+9CHMnz8fhw4dwle/+lX8\n2Z/9GV599VUoilLu5ZEsFJQQAnno9cMf/jCEEHjwwQfLvZyqdfnll2PXrl04c+YM/uM//gMf/vCH\nsW3bNjQ0NJR7aVVjx44d+P73v4+dO3fS1NgSueWWWzK/XrlyJVatWoWFCxdi69atuOKKK8q4MjIc\npW/IjJcOSNra2vDcc8/RLskkeL1eLFq0CO973/uwefNmqKqKzZs3l3tZVeX3v/89Tp8+jTlz5kBV\nVaiqira2Ntx9992YN29euZc3LSxYsADhcBgHDx4s91LIMLRTQma0dEBy4MABbNmyBXV1deVe0rTi\nOA4SiUS5l1FVNm3ahA0bNuR8bePGjdi0aRNuv/32Mq1qejl+/Di6urrQ3Nxc7qWQYSgoqUADAwM5\nEfyRI0ewa9cuhEIhzJkzB93d3Th69Gimn8a+ffsAAE1NTWhqairLmitVofeyubkZN954I3bu3Imn\nn34atm2jvb0dABAKhaDrermWXZEKvZd1dXX4xje+geuuuw7Nzc04c+YMHnjgAZw4cQI33XRTGVdd\nmcb6Nz48ONY0DU1NTVi6dOnZXmpVKPR+hkIh/NM//RNuuOEGNDU14dChQ/jyl7+MRYsWYePGjWVc\nNcmr3OU/ZKQtW7YIACM+Pv7xjwshhHjooYfy3v61r32trOuuRIXey3RJdb6PLVu2lHvpFafQexmL\nxcRf/uVfipaWFqHrumhubhbXXXed2L59e7mXXZHG+jc+HJUEF1bo/RwcHBRXXXWVqK+vF5qmiblz\n54pPfepTor29vdzLJnnQlGBCCCGEVAQ66EoIIYSQikBBCSGEEEIqAgUlhBBCCKkIFJQQQgghpCJQ\nUEIIIYSQikBBCSGEEEIqAgUlhBBCCKkIFJQQQgghpCJQUELIDLN161YwxtDb21tRz8cYw5NPPlmS\nNRFCqhMFJYRMU6+++ioURcE111xT7qUQQkhRKCghZJravHkz7rzzTrz00kuZ4Y2EEFLJKCghZBoa\nGBjAY489hs985jO45ppr8OMf/7jg/V955RWsX78eHo8HwWAQGzduRE9PDwAgkUjgc5/7HBoaGuBy\nubBu3Tq8/vrrI55jx44dWL16NTweDy655JLM9Oq0Bx98EAsXLoSu61i6dCl+9rOflez1EkKmBwpK\nCJmG/vM//xPnnHMOli5dio9+9KP40Y9+hNFmb+7atQtXXHEFli9fjldffRUvv/wyrr32Wti2DQD4\n8pe/jF/96lf4yU9+gp07d2ZGvnd3d+c8z9///d/jvvvuwx//+Eeoqoq/+qu/ytz2xBNP4POf/zzu\nvvtu7N69G3/zN3+D22+/HVu2bJm6N4EQUn3KPKWYEDIFLrnkEnH//fcLIYQwTVOEw2GxZcsWIcTQ\nmPeenh4hhBC33nqrWLt2bd7nGRgYEJqmiUceeSTztWQyKVpaWsR3vvOdnOd7/vnnM/d55plnBAAR\ni8Uy6/nUpz6V89w33XST+PM///PM7wGIJ554YpKvnBBSzWinhJBpZt++fdi+fTtuvfVWAICqqrj5\n5puxefPmvPdP75Tkc+jQIZimibVr12a+pmkaLr74YuzduzfnvqtWrcr8urm5GQBw+vRpAMDevXtz\nngMA1q5dO+I5CCEzm1ruBRBCSmvz5s2wLAstLS2ZrwkhYBgGfvCDH4y4v9vtLsn31TQt82vGGADA\ncZySPDchZGagnRJCphHLsvDTn/4U9913H3bt2pX5ePPNN9HS0oJHH310xGNWrVqFF154Ie/zpQ+m\nvvLKK5mvmaaJ119/HcuXLy96XcuWLct5DkAerh3PcxBCpj/aKSFkGnn66afR09ODT37ykwgEAjm3\n3XDDDdi8eTP+9V//NefrX/nKV7By5Up89rOfxac//Wnouo4tW7bgpptuQjgcxmc+8xl86UtfQigU\nwpw5c/Cd73wHg4OD+OQnP1n0ur70pS/hwx/+MM4//3xs2LABv/71r/H444/j+eefL8nrJoRMD7RT\nQsg0snnzZmzYsGFEQALIoOSPf/wj3nrrrZyvL1myBL/97W/x5ptv4uKLL8b73/9+PPXUU1BV+TPL\nt771Ldxwww3YtGkTLrjgAhw8eBDPPvssgsFg0eu6/vrr8f3vfx/f/e53sWLFCvz7v/87HnroIaxf\nv35Sr5cQMr0wIUapEySEEEIIOYtop4QQQgghFYGCEkIIIYRUBApKCCGEEFIRKCghhBBCSEWgoIQQ\nQgghFYGCEkIIIYRUBApKCCGEEFIRKCghhBBCSEWgoIQQQgghFYGCEkIIIYRUBApKCCGEEFIRKCgh\nhBBCSEX4/wFxK2xTlcGVDgAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 558.875x500 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UG0MgmGlT8J8",
        "colab_type": "text"
      },
      "source": [
        "## Correlation matrix and heatmap"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "x5ZnWLHrT8J9",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import numpy as np"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "voO_yKW-T8J_",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "corr_mat=np.corrcoef(df,rowvar=False)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vhS3cjlnT8KA",
        "colab_type": "code",
        "outputId": "2acba34f-a040-4fde-e5e6-30d2d29d1b62",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "corr_mat.shape"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(14, 14)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "95bCjCy4T8KC",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "corr_df = pd.DataFrame(corr_mat,columns=df.columns,index=df.columns)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GysRUBv2T8KF",
        "colab_type": "code",
        "outputId": "57bae18c-73ee-4e57-9d66-fabc2ee4b651",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 510
        }
      },
      "source": [
        "print(np.round(corr_mat,3))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[[ 1.    -0.328  0.438 -0.05   0.518 -0.209 -0.719 -0.847  0.489 -0.499\n",
            "   0.266 -0.617 -0.788 -0.634]\n",
            " [-0.328  1.     0.094  0.212 -0.31   0.271  0.289  0.237 -0.156  0.137\n",
            "   0.546 -0.072  0.072  0.644]\n",
            " [ 0.438  0.094  1.     0.164  0.289 -0.055 -0.335 -0.411  0.293 -0.221\n",
            "   0.249 -0.561 -0.369 -0.192]\n",
            " [-0.05   0.212  0.164  1.     0.443  0.287  0.129  0.115  0.186  0.01\n",
            "   0.259 -0.075  0.004  0.224]\n",
            " [ 0.518 -0.31   0.289  0.443  1.    -0.083 -0.321 -0.351  0.362 -0.197\n",
            "   0.019 -0.274 -0.277 -0.441]\n",
            " [-0.209  0.271 -0.055  0.287 -0.083  1.     0.214  0.196 -0.256  0.236\n",
            "   0.2    0.055  0.066  0.393]\n",
            " [-0.719  0.289 -0.335  0.129 -0.321  0.214  1.     0.865 -0.45   0.612\n",
            "  -0.055  0.434  0.7    0.498]\n",
            " [-0.847  0.237 -0.411  0.115 -0.351  0.196  0.865  1.    -0.538  0.653\n",
            "  -0.172  0.543  0.787  0.494]\n",
            " [ 0.489 -0.156  0.293  0.186  0.362 -0.256 -0.45  -0.538  1.    -0.366\n",
            "   0.139 -0.263 -0.503 -0.311]\n",
            " [-0.499  0.137 -0.221  0.01  -0.197  0.236  0.612  0.653 -0.366  1.\n",
            "  -0.025  0.296  0.519  0.33 ]\n",
            " [ 0.266  0.546  0.249  0.259  0.019  0.2   -0.055 -0.172  0.139 -0.025\n",
            "   1.    -0.522 -0.429  0.316]\n",
            " [-0.617 -0.072 -0.561 -0.075 -0.274  0.055  0.434  0.543 -0.263  0.296\n",
            "  -0.522  1.     0.565  0.236]\n",
            " [-0.788  0.072 -0.369  0.004 -0.277  0.066  0.7    0.787 -0.503  0.519\n",
            "  -0.429  0.565  1.     0.313]\n",
            " [-0.634  0.644 -0.192  0.224 -0.441  0.393  0.498  0.494 -0.311  0.33\n",
            "   0.316  0.236  0.313  1.   ]]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QOdJAm7lT8KH",
        "colab_type": "code",
        "outputId": "9d10d96e-2f1d-412e-a849-f6331593b5bf",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 634
        }
      },
      "source": [
        "sns.heatmap(corr_df,linewidth=1,cmap='plasma')\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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ISI0EOe+2IiIiIiIVyI+1VNtYQtf/qG2smoIlIkRERESkGi7PKsUEm4iIiIhUU82P6avp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\nAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    }
  ]
}